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15+ AWS Projects Ideas for Beginners to Practice in 2023

Explore some interesting guided AWS projects ideas for beginners with source code to practice that can be a value add-on to a resume in 2023. Last Updated: 02 Feb 2023

AWS (Amazon Web Services) is the world’s leading and widely used cloud platform, with over 200 fully featured services available from data centers worldwide. This blog presents some of the most unique and innovative AWS projects from beginner to advanced levels. These AWS project ideas will give you a better idea of various AWS tools and their business applications.

AWS Project-Website Monitoring using AWS Lambda and Aurora

Last Updated : 2023-01-26 15:12:40

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With over 1 million active enterprise customers, 8K AWS partner network members,1900+ third-party software products, and over 70 million hours spent on the Amazon Marketplace monthly by its customers - AWS is a name to reckon with in the cloud computing industry. Amazon Web Services was launched in July 2002 from the existing Amazon cloud platform with the initial purpose of managing online retail transactions. Today, AWS offers over 200 fully-featured services spread across 18 geographical regions. You can access these services for free or by paying nominal charges using an AWS Free Tier account. AWS generated revenue of $18 Billion in 2017, and the figure has been aggressively rising since then. Before we get into the technicalities on how one can leverage any AWS service and build some exciting AWS projects, here is a quick overview of AWS to understanding the cloud platform and its services.

What is aws, applications of aws projects , why should you work on aws projects, top 15+ aws real-time projects ideas for practice in 2023, 1. rapid document conversion , 2. windows virtual machine – deployment , 3. mass emailing using aws lambda, 4. website development using aws, 5. serverless web app , 6. real-time data processing application , 7. customer logic workflow, 8. kubernetes clusters on amazon ec2 spot, 9. content recommendation system, 10. chatbots using aws lex, 11. custom alexa skills, 12. serverless image recognition engine , 13. text-to-speech converter, 14. personalized news feed, 15. blood bank management system, 16. orchestrate redshift etl using aws glue and step functions, 17. building real-time aws log analytics solution, 18. website monitoring using aws lambda and aurora, 19. build an analytical platform for ecommerce using aws services, 20. hybrid recommendation system, 21. forest wildfire analytics, 22. sentiment analysis on real-time twitter data, 23. object detection using aws sagemaker, 24. aws athena big data project for querying covid-19 data, 25. build an aws etl data pipeline in python on youtube data, 26. build a real-time streaming data pipeline using flink and kinesis, jump-start your cloud career with real-time hands-on aws projects, 1. what are aws projects, 2. how do you create a project in aws, 3. where can i find aws projects for practice, 4. how do i practice aws projects, 5. how long does it take to learn aws, 6. how do i learn aws from scratch.

AWS is a secure cloud computing platform that provides cloud computing, databases, networking, content storage, etc. AWS offers improved flexibility and security to the customers. The core infrastructure is formed to meet the security requirements for various applications developed using the services and the platform. As illustrated in the figure below, AWS offers a wide range of services classified into different types and categories.

Image Credit: aws.amazon.com

AWS projects have a broad array of applications. It is possible to quickly develop and deploy AWS real-time projects for fundamental to advanced applications. Any cloud computing professional can design AWS cloud projects and AWS enterprise projects using these services. Amazon Elastic Compute Cloud, EC2, enables users to rent virtual computing resources to run their applications. AWS Lambda is another foundation service for serverless computing. AWS users can run code without worrying about managing the services or creating workload-aware cluster scaling logic. AWS Lambda projects are popular as they require zero administration. Internet of Things, IoT is one of the emerging technologies. AWS resources offer immense opportunities in AWS IoT projects as well.

AWS has exceptional flexibility to select the desired operating system, database, and other services. The virtual environment provides the capabilities to load the services and the software as per the application needs. The migration process from an existing platform to an AWS-based solution is also easy—security, reliability, and ease of use are other attributes attached to AWS projects and applications.

As a result, these projects are applicable in the academic phase and the professional journey. Students can work on these AWS project ideas to list them on their resumes and showcase their cloud computing skills to the recruiters to land their dream job. AWS provides ease of developing highly complex projects for industrial and business applications.

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AWS platform allows the user to use cloud computing models, such as Infrastructure as a Service, IaaS, Platform as a Service, PaaS, and Software as a Service, SaaS. Cloud Computing technologies are now an integral part of business processes and operations. The projects on AWS can assist in developing skills in cloud computing and the other advanced and significant technologies, such as IoT, AI, and many more.

AWS projects for beginners can allow professionals to explore the various service offerings. They can also assist in developing and enhancing web development, hosting, design, and deployment skills. Data management and handling is another area that can be explored and improved by working on these project ideas.

Many of the open-source projects on AWS are available and can provide a better understanding. Professionals can also enhance their skill-sets by working on these AWS freelance projects.

We have curated a list of exciting project ideas on AWS. You can work on these AWS sample projects to expand your skills and knowledge.

AWS Projects for Beginners/Freshers

This section lists some of the easiest AWS projects for beginners that will help you upskill yourself by working on various AWS cloud services.

The goal is to quickly and accurately convert the document to the desired format as selected by the user. Many document converters, such as PDF to word converters and others, are available online. You must have experienced the need to convert an HTML page/document into PDF format. Similarly, it is often required to convert an excel sheet to a word document or other formats. AWS Lambda will allow you to develop an app that can rapidly convert documents from one format to the other. You can retrieve the required content and can format and convert the content to download or display on the webpage. You can deploy such an app in a job portal wherein the users often wish to convert their resume to another format.

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The goal is to deploy Windows Virtual Machine with zero security violation instances in the process. VM Management in Microsoft Azure is a popular tool utilized to deploy virtual machines. You can deploy Windows VM in AWS, and for this purpose, you can use Amazon Lightsail as the web service. It will assist in simplifying the task and will enable you to utilize the optimum number of resources as per the need. The user interface offered with this service is easy to adapt to, and you can use the service to connect with the RDP client.

This project aims to send mass e-mails to a business firm's existing and potential customers. MoonMail is one of the real-world mass mailing cloud platforms designed with the help of AWS Lambda. To develop a cost-effective mass-mailing platform, you can combine AWS Lambda with Simple Email Service, SES. Along with S3, you can share mass mails with more recipients.

As soon as you upload a CSV file, it will trigger an S3 event. Lambda function will then import the file into the database. The process of sending the mail to the addresses provided will begin.

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The goal is to develop a website with the help of AWS with high security, reliability, usability, and availability. AWS Lightsail is the virtual private server for creating numerous websites. You can experiment with working on AWS by creating a website. You may create a website to store the student details in a university ay develop the website to track your home expenses. You can use AWS EC2 or AWS Lambda services with AWS Lightsail as the virtual private server. It will provide SSD-based storage and comes pre-configured with several web development options.

The goal is to develop and deploy a serverless web app that is secure and usable with the help of AWS (Amplify, Lambda, etc.). Netflix is a popular real-world application that uses many AWS and cloud services. You can combine numerous technologies to work on the project. AWS Amplify, for instance, will be needed for the front-end of the app along with hosting processes. AWS Cognito can manage the authentication and administration for the back-end. You can also use DynamoDB to incorporate a persistence layer for storage. AWS Lambda and API Gateway are suitable for using the backend API. You shall also be aware of HTML, JavaScript, CSS, and RESTful API implementation. You can begin with a simple app, such as a MI calculator.

Intermediate Level AWS Projects

Once you've worked on the beginner-level AWS projects, it's time for you to test your progress by trying your hands-on few intermediate-level AWS projects. These projects are mainly suitable for working professionals having around two to four years of working experience.

The goal is to process the high-volume data quantities in real-time with no compromises on the accuracy of the outcomes. Bustle is a real-world example that processes massive volumes of site metric data in real-time by leveraging AWS resources. You can use Amazon Kinesis Stream and AWS Lambda to work on this project. You will be required to create a Kinesis Stream in the initial step, and it will be essential for you to configure it to capture the data from a web source. Several Lambda function instances will be scaled up or down automatically with the scaling of the stream. You can use social media timelines or location-based data as your data sources.

Real Time Data Processing Example using AWS Lambda

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You can integrate Kinesis and AWS Lambda in either three formats: a stream-based model, synchronous invocation model, or event structure model.

The goal is to design and deploy custom logic workflows for the applications in response to the trigger events. Coke vending machine is a real-world application of AWS Lambda and SNS. Food Panda, a food delivery app, is another famous example that implements this. It is now possible to include Lambdas in the existing workflows with step functions. It is an AWS project for beginners because these functions will be short, and you can quickly test and validate the outcome. Shopping cart management is one of the areas wherein you can design and implement this project. The information will be readily available from any of the e-commerce websites.

The project aims to set up Kubernetes clusters on Amazon EC2 Spot with 100% adherence to the best practices. Kubernetes is open-source and extremely popular in the cloud computing industry with abundant real-world applications. It is an excellent AWS project for beginners developing AWS and Kubernetes skills. Amazon EC2 is one of the foundational services of AWS, and you will have to work on the same. The service gets dynamic computing capabilities on the cloud. You shall take a step ahead and use Amazon EC2 Spot instances for this project. These instances and Kubernetes follow the same approach towards containers, so you will have the option to use both of them. In this project, you can build multiple node groups. Also, you shall focus on capacity optimization for allocation. It will make sure that the functions of the worker nodes are adequate.

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The goal is to use AI and ML with AWS to recommend the content to the end-users based on the history. Almost all streaming apps, such as Netflix or Amazon Prime, have content recommendation systems. You can use AWS cloud with nearest neighbor algorithms to work on this project. For this project, use Amazon SageMaker. It is the tool for carrying out ML implementations with ease. It includes built-in algorithms that do not need label data. Also, it uses semantic search in place of string matching to simplify the tasks. AWS combined with nearest neighbor algorithms will provide accurate results and recommendations.

The project’s goal is to develop a chatbot to provide instant replies to the messages sent by the users. Amazon and many other e-commerce android apps have chatbots installed to reply to users’ queries instantly. You can use Amazon Lex to build a chatbot and combine it with AWS Lambda for exceptional outcomes. Lex is the service specifically developed to simplify chatbot development. You can use the same to experience one-click deployment and add your application to the desired platform. Platform independence is also essential for the chatbots created using Amazon Lex.

Advanced Level AWS Projects

This section includes some advanced-level projects suitable for professionals who are willing to further strengthen their skillset by working on industry-relevant projects.

The goal is to develop a virtual assistant replicating the skills and functions of Amazon Alexa. Alexa is a product by Amazon and is a widely used virtual assistant. You can use AWS Lambda with a custom Alexa skill set, and it is an object embedded within AWS Console to invoke the handler function. Along with this, use the Alexa skill handler function, which is an AWS Lambda function. You will obtain the custom logic, and it will manage the fulfillment of the user’s request. You can also use third-party functions hosted outside of the Alexa skill. You can begin with the basic tasks, such as playing the music or creating a reminder.

AWS Projects for Portfolio

The most effective strategy to earn a hiring manager's trust is to showcase your ability to perform the tasks they need. In the Big data industry, this strategy entails building a solid portfolio. How can you do that? Well, add a good number of projects to your Big Data portfolio. This section includes some unique industry-relevant AWS project ideas for beginners. Working on these projects will make you stand out from the rest of your competitors and help you land your dream job.

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Log analytics, a typical Big Data use-case, enables you to monitor application availability, detect fraud, and manage service level agreements. In this AWS project, you will create an end-to-end log analytics solution to gather, ingest, and analyze data. Once the data analysis is over, it will allow you to assess the status of production systems on AWS. Working on this real-time AWS project will allow you to explore various AWS native services such as Amazon S3, AWS IAM, AWS EC2, AWS Glue, etc.

Source Code- Building Real-Time AWS Log Analytics Solution

Website Monitoring validates that the website is fully operational and that web users can navigate the site without difficulty. For this real-time AWS project, you will leverage AWS tools such as Amazon Dynamo DB, Lambda, Aurora, MySQL, and Kinesis to put together optimum solutions for website monitoring. Create an AWS EC2 instance and install Amazon Kinesis on it. Then, with Amazon Kinesis, build data analytics streams for real-time data streaming. Then, after launching AWS EC2 instances, assign the EC2 instance an Identity Access Management (IAM) role. Create Kinesis Analytics for performing log streaming on Kinesis data streams. Use AWS Lambda to load order logs into Amazon DynamoDB, and then use Kinesis Analytics to stream the data in real-time.

Source Code- Website Monitoring using AWS Lambda and Aurora

Ecommerce analytics gathers information from all of the factors that impact a retail outlet. Analysts can then use this data to infer changes in customer behavior and online shopping trends. In this project, you will use an eCommerce dataset to develop two analytical pipelines: batch and real-time, based on logs of user purchases, product views, cart history, and the user's path on the digital platform. This project requires you to perform batch processing that entails ingesting data using S3, processing the data with Amazon Glue, and visualization using Amazon Kinesis. Use AWS QuickSight to draw relevant business insights from the data.

Source Code- Build an Analytical Platform for eCommerce using AWS Services

AWS Projects on GitHub

Github offers various projects and repositories that help students and working professionals enhance their skill set by practicing those projects. You will find several open-source projects with source code on Github that you can try your hands on. Below are a few exciting AWS project ideas for beginners that are available on Github-

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In this project, you will use the Yelp dataset to perform a high-level data analysis to generate hotel recommendations. The project mainly focuses on designing a hybrid system that combines content-based, collaborative-based, and social networking-based systems. The tech stack for this machine learning project includes Apache Spark, MongoDB, AWS - EC2, EMR, and Java.

Github link- Hybrid Recommendation System

Wildfire prediction is an intelligent approach to preventing and minimizing wildfires. Wildfire predictions enable you to quickly analyze the source of the fire and determine the best course of action. Create a dynamic, efficient, and automatic machine learning workflow with AWS Cloud for this wildfire analytics project. Create functions with AWS Lambda and a Redshift cluster to interact with AWS Lambda and AWS Glue. Storing the input CSV file in the S3 bucket helps trigger the Lambda function. You can use the AWS Sagemaker Python SDK to prepare and train your machine learning model on the data. Use Quicksight to create wildfire data visualizations and interactive dashboards after executing queries on the data with AWS Athena and Glue crawlers.

Github link- Forest Wildfire Analytics

This AWS project aims to create a system that can evaluate the sentiment of all real-time Tweets using a specified Twitter hashtag. Use a basic Python script to obtain real-time Twitter data. Put the Tweets directly into a Kinesis Firehose delivery stream with a transformation Lambda function from the script. Use Amazon Comprehend to get sentiment data and a cleaned/processed Twitter comment. Finally, an Elasticsearch domain saves the Tweet and its sentiment data, where custom charts will display real-time data.

Github link- Sentiment Analysis on Real-time Twitter Data

Using the TensorFlow Object Detection API and Amazon SageMaker, this existing git repository involves building, training, and deploying an EfficientDet model. It leverages TensorFlow 2 to make developing, training and deploying object detection models simple. It also features the TensorFlow 2 Detection Model Zoo, a library of pre-trained detection models that speeds up your project. You will train a Tensorflow Object Detection model to detect bees from RGB images using an example dataset from inaturalist.org . This project will show you how to use SageMaker Processing to create the TFRecords dataset and label map. You will learn how to use TF2 on Amazon SageMaker to fine-tune an EfficientDet model. Working on this project will also teach you how to use Tensorboard and the SageMaker Debugger to track your machine learning model training. The project's final step is to deploy your model on a SageMaker Endpoint and visualize the results.

Github link- Object Detection using AWS Sagemaker

Python AWS Projects

When working with specific AWS resources, Python is one of the most popular choices. One of the reasons causing this popularity is that using Python SDK 'Boto' in AWS allows for efficient development with less code. If you wish to learn more about how Python makes AWS easier to use, here are a few AWS project ideas for beginners worth exploring.

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This is one of the easiest AWS projects you can practice. You will learn to examine the covid-19 dataset using AWS Athena, a serverless SQL query engine. The Covid-19 database comprises Covid-related timestamps, posts, and comments. The project will teach you how to leverage Amazon Glue to create tables and offers you a chance to explore various Athena joins. In the AWS Glue Data Catalog, you will use Python to create tables using crawlers. Working on this project will also help you understand how AWS Athena pricing varies depending on the file size. Additionally, this project involves a few other services such as Amazon S3, Amazon CloudWatch, etc. AWS S3 allows you to store the dataset (CSV file) in S3 buckets for further processing, and CloudWatch keeps track of your data's log files and lets you analyze them as needed.

Source Code- AWS Athena Big Data Project for Querying COVID-19 Data

Cloud-based security Data Lake solutions help to generate rich analytics on data by categorizing it into multiple storage segments, such as raw, cleaned, and analytical. This project intends to organize, simplify, and analyze structured and semi-structured YouTube video data based on video genres and trending metrics securely and efficiently. It contains data (in CSV files) on the YouTube videos trending daily for several months.

Source Code- Build an AWS ETL Data Pipeline in Python on YouTube Data

Real-time data gives you the information you seek quickly and in context, allowing you to make highly informed business decisions. This AWS big data project will teach you how to use Amazon Kinesis to host an Apache Flink Python program for a real-time streaming platform. This project involves simulating real-time accident data and building a pipeline that will allow you to analyze the situation and take timely measures. Working on this project will help you better understand various services such as AWS Kinesis, Apache Flink, Grafana, and Amazon SNS.

Source Code- Build a real-time Streaming Data Pipeline using Flink and Kinesis

AWS sample project ideas listed above will introduce a broad range of capabilities you can explore with AWS services. You can also use these ideas to enhance your AWS cloud platforms and frameworks skill-set to land a top gig as a AWS cloud computing professional. Successful outcomes in these projects will inspire you to develop self-motivated projects on AWS. You can implement your ideas to build useful industrial and business apps using AWS services. You will gain experience in cloud technologies with other latest technological concepts. Artificial Intelligence and Big Data are some of the technologies with active involvement in many project ideas. You will acquire additional analytical, problem-solving, and risk resolution skills with hands-on experience by working on these AWS projects.

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FAQs on AWS Projects

Build an AWS ETL Data Pipeline in Python on YouTube Data- This AWS project entails organizing, streamlining, and analyzing structured and semi-structured YouTube video data based on video categories and trending metrics in a secure manner. Use the YouTube trending video dataset from Kaggle, which contains statistics (CSV files) on popular YouTube videos daily for several months.

AWS Snowflake Data Pipeline Example using Kinesis and Airflow- In this project, you will build a data pipeline that starts with EC2 logs and ends with Snowflake and S3 post-transformation and Airflow DAGs processing. Use two different data files (for example, customers and orders) to implement this project.

AWS Project-Website Monitoring using AWS Lambda and Aurora- This AWS project entails real-time monitoring of webpages by employing various AWS services like Lambda, Aurora MySQL, Amazon Dynamo DB, and Kinesis to monitor your website.

Step 1- Log in to the AWS Management Console and go to console.aws.amazon.com to access the Amazon Pinpoint console.

Step 2- It will take first-time users to a page that walks them through the platform's functions. Choose Create a project from the Get started section after giving your project a name. Existing users choose the option Create a project from the All projects page and enter a name for your project in the Project name box.

Step 3- Choose Configure next to Email on the Configure features page.

Step 4- Fill in the Email address field with the email address for user authentication (personal email address or work email address) you want to send emails. Then, select Verify.

Step 5- You will receive an email from Amazon Web Services with the subject line "Amazon Web Services – Email Address Verification Request in region RegionName," where RegionName is the name of the AWS Region in which Amazon Pinpoint is configured.

Step 7- After opening the email, click the link in the email's body.

Step 8- Head back to the Amazon Pinpoint console in your browser. Choose Save on the Setup email page.

Is AWS easy to learn?

Yes, AWS is easy to learn. Learning AWS is easy if you have a good understanding of the fundamentals of cloud computing. Referring to AWS documentation, YouTube videos, and working on hands-on real-time AWS projects are some of the best ways to learn AWS.

You will find various unique and exciting AWS projects for practice on ProjectPro, Github, etc.

Setting up the AWS Account on the Free Tier is one of the best ways to practice AWS projects. Customers can use it to try out AWS services for free, up to the limits set for each service.

If you put in at least 2 to 3 hours each day and have fundamental IT and networking abilities, it will take 2 to 3 months to learn AWS.

You can learn AWS from scratch with the freely-accessible AWS Training center. You can proceed further by attending AWS events, webinars, workshops, etc. You can check out Youtube tutorials and free AWS courses. Once you have gained sufficient theoretical knowledge, it's time to put them into practice. You will find some interesting industry-relevant AWS projects on ProjectPro, Github, etc.

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Top 8 Exciting AWS Projects & Ideas For Beginners [2023]

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AWS Projects & Topics

Looking for AWS project ideas? Then you’ve come to the right place because, in this article, we’ve shared multiple AWS projects. The projects are of various sectors and skill-levels so you can choose according to your expertise and interests. The more projects you have in your portfolio, the better. Companies are always on the lookout for skilled AWS Developers who can develop innovative AWS projects. So, if you are a beginner, the best thing you can do is work on some top AWS projects.

We, here at upGrad, believe in a practical approach as theoretical knowledge alone won’t be of help in a real-time work environment. In this article, we will be exploring some interesting AWS projects which beginners can work on to put their knowledge to test. In this article, you will find top AWS projects for beginners to get hands-on experience on Java.

Amid the cut-throat competition, aspiring AWS Developers must have hands-on experience with real-world AWS projects. In fact, this is one of the primary recruitment criteria for most employers today. As you start working on AWS projects , you will not only be able to test your strengths and weaknesses, but you will also gain exposure that can be immensely helpful to boost your career.

What is AWS?

AWS stands for Amazon Web Service, which is among the most popular cloud platforms. AWS provides developers and organizations with cloud services and helps them stay agile. From multi-million startups to government agencies, many organizations are using AWS. If you want to become a cloud-computing professional, you should learn about AWS. AWS provides a variety of services to its clients.

By elevating e-commerce beyond the norms of software development, AWS has completely changed the way business is done online. Fast-paced business and service delivery from remote places are made possible by AWS, which uses cutting-edge technology to create a strong community of customers and service partners.

Whether you’re a BI expert or a web developer, being familiar with AWS will enhance your resume nonetheless. It is the leading cloud platform in the world, and the demand for its experts is evergreen.

Why You Should Work on AWS Projects

The best way to showcase your knowledge of a particular skill or topic is through projects. Projects can help the other person see that you have used the required technology in the past. When you work on projects, you get to discover your weak areas too.

You can work on AWS projects for resume strengthening . If you are new to AWS, then most of the online repositories contain AWS projects for beginners with source code. You can use AWS projects with source code such as python AWS projects online to get a better understanding of what we’re proceeding with.

Let’s start looking for AWS projects to build your very own AWS projects!

So, here are a few AWS Projects which beginners can work on:

Top AWS Projects

This list of AWS projects for students is suited for beginners, intermediates & experts. These AWS projects will get you going with all the practicalities you need to succeed in your career. You will find most of these AWS projects with source code online.

Further, if you’re looking for AWS projects for final year, this list should get you going. So, without further ado, let’s jump straight into some AWS projects that will strengthen your base and allow you to climb up the ladder.

Here are some AWS project ideas that should help you take a step forward in the right direction.

1. Deploy a Windows Virtual Machine

One of the best ideas to start experimenting you hands-on AWS projects for students is working on deploying a windows virtual machine. Virtual machines are emulations of computer systems. The more sophisticated definition says that a virtual machine is a product abstracted resources of a physical device.

They are isolated environments within the system, which means they operate independently of other virtual machines present within the same network. This is one of the most suitable AWS projects for beginners with source code available on online repositories.

Virtual machines find applications in many areas. They are useful in enhancing the efficiency of an operation. You can deploy a Windows virtual machine through AWS and learn how one works. Getting familiar with VMs will help you in becoming a proficient engineer and is quite a necessary skill.

To deploy a Windows VM in AWS, you can use Amazon Lightsail, simplifying this task considerably. Amazon Lightsail is a cloud platform that provides you with the required resources to build a website or application. Its UI is straightforward to learn, and completing this project will make you familiar with this software.

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After you have created the VM, you can use Lightsail to connect with an RDP client.

2. Create a Website on AWS

One of the best ideas to start experimenting you hands-on AWS projects for students is creating a website. This is among the most straightforward AWS project ideas on this list. Here, you have to create a website by using the AWS cloud platform. You can use Amazon Lightsail in this project to simplify things.

As a virtual private server (VPS) provider, Amazon Lightsail offers developers and other users, a simple entry point into AWS for the purpose of creating and hosting applications in the cloud. Lightsail offers SSD-based storage, and its interface is easy to learn. As a beginner, you wouldn’t have any difficulty using this solution to build your website.

We recommend Amazon Lightsail in this project because it comes pre-configured with many popular web development solutions such as Joomla and WordPress.

We recommend you build a WordPress website because it’s the most popular CMS out there. You should start by creating a blog. WordPress requires a web server as part of an Internet hosting service to act as a network host. On the other hand, if you have worked with websites before, you can build an eCommerce site or a portfolio site.

Must Read: Cloud Computing Project Ideas

3. Launch a Serverless Web App

It might be one of the advanced AWS projects in this list; however, once you’ve completed it, you’d be familiar with many concepts of AWS and its services. Here are the technologies we’ll use in this project along with their purpose:

To complete this project, you should be familiar with all of these technologies, including HTML, CSS, and JavaScript. You will also have to implement RESTful APIs in this project, so you should know about their implementations. However, once you’re done, you would know how various Amazon services work together. We recommend building a simple web app first and then making a more complex one. For starters, you can create a BMI calculator or a simple reminder app. Mentioning AWS projects can help your resume look much more interesting than others.

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4. set up kubernetes clusters on amazon ec2 spot.

This is one of the interesting AWS projects to create. Kubernetes is an open-source solution you can use to automate deployment, management, and scaling of containers. This software enables you to create, manage, and orchestrate containers in cloud computing. It’s among the most significant AWS projects in this list because Kubernetes is a vital skill for cloud-computing professionals. Because Kubernetes is open-source, it’s widely popular in the industry too. This is an excellent AWS projects for beginners.

As you’re working on AWS, you’d have to use Amazon EC2, a service for getting dynamic computing capabilities on the cloud. But we’ll take it a step further and use Amazon EC2 Spot Instances, which allow users to capitalize on most of the capacities of EC2. EC2 Spot Instances and Kubernetes have the same approach towards containers, so you can easily use both of them. Make sure that you adhere to Spot Instances’ best practices while working on this project. You can build multiple node groups and focus on capacity optimization for allocation to ensure the worker nodes function correctly.

5. Build a Content Recommendation System

Recommendation systems are among the most popular AI and ML implementations. From Netflix to Flipkart, every major company uses them to enhance user experience and engagement. You can build a recommendation system on the AWS cloud by applying nearest neighbour algorithms.

In this project, you’d use Amazon SageMaker, an excellent tool for machine learning implementations. It has built-in algorithms that don’t require label data, and it uses semantic search instead of string matching, so using SageMaker will simplify the task considerably. Use the K-Nearest Neighbors algorithm in this project so your recommendation system would provide accurate and practical suggestions to the user.

6. Use Rekognition and Identify Famous People

Computer vision is among the most popular concepts of machine learning and AI. If you’re interested in working on a computer vision project, you should start with this one. If you have some knowledge of Computer vision, you definitely have heard of OpenCV.

With its extensive open-source library for computer vision, machine learning, and image processing, OpenCV has become an integral part of today’s systems’ crucial need for real-time performance. You should be familiar with the basics of computer vision and its related algorithms before you begin working on this project.

In this project, you have to create a face recognition model that can identify specific people in a picture. Usually, training face recognition takes some time and effort, but because we’re using AWS, things are more comfortable. It is one of the trending AWS projects. You will use Amazon Rekognition in this project to perform face recognition because it allows users to add and analyze images quickly by using deep learning. It is regarded as an API for image analysis, while OpenCV is used for real-time image classification.

This software offers identification of many sorts of objects, activities, people, and text in videos and pictures. This is one of the trending AWS projects. Building and training a facial recognition model will become substantially comfortable with Rekognition.

In the beginning, you can train your model in identifying a particular famous person, such as MS Dhoni or Robert Dowrey Jr. When you’ve prepared the model, you can test it out and see how well it performs. To make things more complicated, you can train your model to identify multiple people by adding more famous people.

Also Read: Machine Learning Project Ideas

7. Use Lex to Create Chatbots

Chatbots are among the most popular uses of artificial intelligence. They allow companies to enhance customer experience and reduce costs. There are many types of chatbots present, and they all perform different tasks. A chatbot is an application that conducts a conversation with someone else in the place of a person.

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Businesses use chatbots to provide quick answers to questions and sometimes to resolve complaints. Around 58% of B2B companies and 42% of B2C companies use chatbots on their sits ( source ).

You will use Amazon Lex to build a chatbot in this project. Amazon Lex is a service that simplifies chatbot building for developers. It offers one-click deployment, so when you’ve created the bot, you can add it to multiple platforms. It eases the process of building a chatbot that speaks naturally as you’ll only have to add a few phrases and samples to train the model.

Moreover, you can easily integrate Amazon Lex with other AWS services (such as AWS Lambda). Amazon’s AWS Lambda is a serverless, event-driven computing platform. It’s a kind of cloud service that monitors for events and then executes predetermined actions(mainly code execution) in response while handling all of the necessary resource management in the background.

Since most chatbots are created using python, you may look for python AWS projects to look at how other people have integrated python with Amazon Web Services.

Read: How to make chatbot in Python?

8. Train a Machine Learning Model with SageMaker

The demand for machine learning professionals is soaring, and if you want to enter this sector, you’d have to work on some ML projects too. Amazingly, AWS offers machine learning solutions in its services, and also among which, the most popular is Amazon SageMaker. In this project, you can train a machine learning model by using SageMaker.

Amazon SageMaker provides you with a unique, integrated development environment for machine learning. The IDE allows you to create notebooks, switch between steps, check the results, and do much more. SageMaker notebooks will enable you to get the compute instances quickly and efficiently. You can also use the Autopilot feature of SageMaker to complete the process with much less effort.

To work on this project, you should be familiar with machine learning concepts and algorithms. We recommend starting with a simple model if you haven’t worked on an ML project before. You should first begin with a simple question-answering bot with a set of questions present in its options. Then you can work your way up to build a more sophisticated and conversational chatbot.

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Learn more about aws.

These are a few AWS projects that you could try out!

Now go ahead and put to test all the knowledge that you’ve gathered through our data engineering projects guide to build your very own AWS projects!

Working on AWS projects will help you understand its various services and their uses. We hope you found this list of project ideas useful. If you have any questions or suggestions on this article, please let us know in the comments.

Which AWS project are you going to work on? Which one do you think is the most straightforward project in this list? Share your thoughts.

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Why should I work on AWS projects?

AWS is used by a wide range of businesses, from multibillion-dollar startups to government institutions. If you wish to work in cloud computing, you should learn about Amazon Web Services (AWS). AWS offers a wide range of services to its customers. Knowing AWS will improve your resume regardless of whether you're a BI expert or a web developer. Projects are the finest method to show off your understanding of a specific skill or topic. Projects can show the other person that you have previously used the relevant technologies. Working on projects also allows you to identify your weak spots. Working on Amazon Web Services projects will help you improve your resume (or portfolio).

What are some challenges in adopting AWS?

AWS is known for its highly configurable, feature-rich cloud platform, but it comes with a steep learning curve. It can be difficult to get skilled up and started quickly if your in-house IT resource is tiny and possibly new to AWS. External storage of sensitive and private data entails dangers. Despite the success of Amazon's use cases, shifting sensitive data and business-critical infrastructures to the public cloud can need authorization and a lot of red tape. When creating a cloud system, ensuring data security can be a difficult undertaking. The bottom line is directly affected by performance and uptime. Customers can abandon a site in a fraction of a second, resulting in lost sales.

How widely is AWS used?

Among its competitors, such as Microsoft, Google, and IBM, AWS has more than 31% of the global market share in the cloud computing business. AWS is used by Netflix, NASA, Quora, Airbnb, Foursquare, and other companies. You may create any type of essential application in minutes using these services. You may now employ 70+ Amazon services in areas like analytics, networking, mobile database, and many more to adapt to the various building blocks in the dynamic business environment.

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Top 10 AWS Projects & Ideas for Beginners [2023]

As AWS becomes popular in the IT industry, there is a huge demand for AWS developers who are proficient at developing innovative AWS projects. In this blog, we have curated a list of top 10 AWS projects and ideas for beginners that will test your theoretical knowledge of the subject and also help you understand the practical implementation.

Top 10 AWS projects and Ideas for Beginners

Table of Content

Mass emailing using aws lambda.

Using Amazon Rekognition to Identify People

Train a Machine Learning Model with SageMaker

Website development using aws, building custom alexa skills, creating a text-to-speech converter, content recommendation system, real-time data processing application, use lex to create chatbots, creating a personalized news feed.

As the name suggests, this project aims at sending bulk emails to the existing and potential customers of a business firm. One of the advantages of using AWS Lambda is that it can easily be combined with other email or SMS services, developing a cost-effective mass-mailing solution. AWS Lambda is S3 that helps in the sharing of mass emails with a higher number of recipients. As soon as a CSV file is uploaded, an AWS S3 event is triggered; after which, the Lambda function imports the file into the database. Once this is set up, you can begin the process of sending emails in bulk to the provided email addresses.

Look at our YouTube video on top AWS projects for beginners –

Using Amazon Recognition to Identify People

This project works using Amazon Rekognition on the concepts of computer vision, machine learning, and AI. To get started with the project, you need to have a good understanding of the basics of computer vision and its related algorithms.

As part of the project, you will have to create a face recognition model that can identify specific people in a photograph or image. In general, training face recognition is a tiring process and takes some time, but AWS Lambda makes the task easier.

To successfully implement this project, you need to use Amazon Recognition to perform face recognition. It makes the job easier by automatically extracting metadata from image and video files and capturing objects, faces, text and more by leveraging deep learning. To further progress in this project, you will have to train your model in identifying a famous personality. After training it for some time and feeding enough data, you can test your project to see how well it performs. In order to level up the task, you can train your model by adding more people.

If you want to pursue your career in AWS, enroll in this AWS Certification Training Course offered by Intellipaat.

Amazon SageMaker is one of the best machine learning services offered by Amazon .

The aim of this project is to train a machine learning model using SageMaker. It provides an integrated development environment (IDE) for machine learning, in which you can train your machine learning model with the help of insightful data. The IDE allows you to create notebooks, switch between steps, check results, and more. The best part of working with SageMaker is that it enables you to get the compute instances faster and in a highly efficient way. To further decrease your amount of effort invested, use the Autopilot feature of SageMaker to complete the process with much less effort.

The goal of this project is to develop a highly secure and reliable website using AWS Lightsail. It is a virtual private server that is used to create numerous websites. You can experiment with working on AWS by creating a website. You can create a website connected to the database. To make the website building task easier, you can use AWS EC2 or AWS Lambda services with AWS Lightsail as the virtual private server. It provides SSD-based storage and comes pre-configured with various web development options.

The goal of this project is to develop a virtual assistant like Alexa and replicate its skills. To implement this, you can use AWS Lambda with a custom Alexa skill set. It is an object that is embedded within AWS Console to invoke the handler function. Along with this, you can use the Alexa handler function, which is a function of AWS Lambda. You will obtain custom logic to invoke the handler function.

Not only this, but as part of this project, you can also use third-party functions hosted outside of Alexa. To start with, you can begin tasks such as playing music, creating reminders, or asking to perform a function.

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Text-to-speech is an AI-based functionality that is popularly used in many websites and web applications. The key focus area of this project is to create a text-to-speech converter. AWS Lambda and Amazon Polly are best to convert textual information to speech. This combination can help you develop real-life speech synthesis applications. With Amazon Polly, you can use advanced deep learning technologies to carry out accurate conversions; while AWS Lambda provides the ability to improve the response rate as it is critical in real-time applications.

The goal is to use AI and machine learning with AWS to recommend content to end users based on history. Almost all streaming platforms, such as Netflix, Amazon Prime Video, and others, have content recommendations systems. You can use AWS cloud with nearest neighbor algorithms to work on this project. For this project, use Amazon SageMaker; it will help in carrying out machine learning implementations with ease. It includes built-in algorithms that do not need label data. It also uses semantic search in place of string matching to simplify tasks. AWS combined with nearest neighbor algorithms will provide accurate results and recommendations.

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In this project, you will work on processing high volumes of data quantities in real time with high accuracy in results.

Bustle is a real-world example that processes large volumes of site metric data in real time using AWS. You can use Amazon Kinesis Stream and AWS Lambda to work on this project. You will be required to create a Kinesis Stream in the initial step. It will be essential for you to configure it to capture data from a web source. Several Lambda function instances will be scaled up or down automatically with the scaling of the stream. You can use social media timelines or location-based data as your data sources.

You can integrate Kinesis and AWS Lambda in either of the three formats, stream-based model, synchronous invocation model, or event structure model.

In the present age where customer centricity matters the most, chatbots have been a great help to organizations. Chatbots not only provide quick answers to customer queries but also help in enhancing customer experience and reduce costs.

Chatbots have played an integral role in providing quick business solutions. As a result, around 58 percent of B2B companies and 42 percent of B2C companies use chatbots on their websites. Learn more about it from our Aws chatbot tutorial .

Businesses use chatbots to provide quick answers to questions and sometimes to resolve complaints. In this project, you will use Amazon Lex to build a chatbot. Amazon Lex is a service that simplifies chatbot building for developers. It offers one-click deployment, so when you’ve created a bot, you can add it to multiple platforms. It eases the process of building a chatbot that communicates naturally as you will only have to add a few phrases and samples to train the model. Moreover, you can easily integrate Amazon Lex with other AWS services such as AWS Lambda.

The goal is to create a personalized news feed based on the preferences and previous search and browsing history. Google uses this functionality to show the suggested articles in the mobile browser based on the search and browsing history. You can use AWS DynamoDB and AWS Lambda to come with a personalized content delivery platform. You will be required to extract information from user touchpoints. DynamoDB stores information for the application. Data stored and Lambda functions are the platforms to develop user profiles. Associated parameters enable the creation of customer feed.

These are some AWS Lambda projects and ideas for beginners. We hope this blog will help you build your own project.

In case you have any questions on AWS Lambda, do reach out to us on our AWS community .

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The Best 150 Capstone Project Topic Ideas

10 May 2022

Quick Navigation

❔What is a Capstone Project?

Capstone Project Ideas:

✅Capstone Writing: 10 Steps

The long path of research works ahead, and you can’t find any capstone project ideas that would be interesting and innovative? The task can seem even more challenging for you to feel all the responsibility of this first step. The top 150 capstone ideas presented below aim to make a choice not so effort-consuming.

With the list of the capstone project topics we've picked for you, you'll be covered in major subjects. Continue reading, and you'll get ideas for capstone projects in information technology, nursing, psychology, marketing, management, and more.

What is a Capstone Project?

Educational institutions use the capstone project to evaluate your understanding of the course on various parameters. For the students, the work on the project gives an excellent opportunity to demonstrate their presentation, problem-solving and soft skills. Capstone projects are normally used in the curriculum of colleges and schools. Also called a senior exhibition or a culminating project, these assignments are given to finish the academic course.

This assignment has several different objectives, among which are the following:

It's not that easy to pick the right capstone paper topic. The problem intensifies as each student or separate teams have to work on a single assignment which has to be unique. The best capstone project ideas may possibly run out. However, whatever topic you opt for, you’d better start your preparation and research on the subject as early as possible.

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Amazing Capstone Project Ideas for Nursing Course

Studying nursing is challenging, as it requires a prominent theoretical foundation and is fully practical at the same time. You should have to do thorough research and provide evidence for your ideas, but what to start with? The preparation for your capstone project in nursing won’t be so overwhelming if you make use of these capstone title ideas:

Attractive Computer Science Capstone Project Ideas

Computer science is so rapidly developing that you might easily get lost in the new trends in the sphere. Gaming and internet security, machine learning and computer forensics, artificial intelligence, and database development – you first have to settle down on something. Check the topics for the capstone project examples below to pick one. Decide how deeply you will research the topic and define how wide or narrow the sphere of your investigation will be.

Build your thesis statement

This is AI-powered online tool that lets you create a thesis statement about any topic you need.

Several High School Education Capstone Project Ideas for Inspiration

High school education is a transit point in professional education and the most valuable period for personal soft skills development. No wonder that the list of capstone project ideas in high school education involves rather various topics. They may range from local startup analysis and engineer’s career path to bullying problems. It’s up to you to use the chosen statement as the ready capstone project title or just an idea for future development.

Capstone Project Topics in Information Technology – Search for Your Best

Information technology is a separate area developed on the basis of computer science, and it might be challenging to capture the differences between them. If you hesitate about what to start with – use the following topics for capstone project as the starting point for your capstone research topics.

Psychology Capstone Project Ideas

Society shows increasing attention to mental health. The range of issues that influence human psychology is vast, and the choice may be difficult. You’ll find simple capstone project ideas to settle on in the following list.

Stuck with finding the right title?

Get plenty of fresh and catchy topic ideas and pick the perfect one with PapersOwl Title Generator.

Capstone Project Ideas for Management Course

Studying management means dealing with the most varied spheres of life, problem-solving in different business areas, and evaluating risks. The challenge starts when you select the appropriate topic for your capstone project. Let the following list help you come up with your ideas.

Capstone Project Ideas for Your Marketing Course

Marketing aims to make the business attractive to the customer and client-oriented. The variety of easy capstone project ideas below gives you the start for your research work.

Best Capstone Engineering Project Ideas

It’s difficult to find a more varied discipline than engineering. If you study it – you already know your specialization and occupational interest, but the list of ideas below can be helpful.

More than just a spell check

Editors on PapersOwl can edit your paper and give recommendations on how to improve your writing:

Capstone Project Ideas for MBA

Here you might read some senior capstone project ideas to help you with your MBA assignment.

Capstone Project Ideas for an Accounting Course

Try these ideas for your Capstone Project in Accounting – and get the best result possible.

Capstone Writing: 10 Essential Steps

Be it a senior capstone project of a high school pupil or the one for college, you follow these ten steps. This will ensure you’ll create a powerful capstone paper in the outcome and get the best grade:

Preparation of a powerful capstone project involves both selection of an exciting topic and its in-depth examination. If you are interested in the topic, you'll be able to demonstrate to your professor a deep insight into the subject. The lists of ideas above will inspire you and prepare you for the successful completion of your project. Don’t hesitate to try them now!

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105 Original Capstone Project Ideas for STEM Students

What is a Capstone Project? A capstone project refers to a final or culminating project high school or college seniors need to earn their degrees. It’s usually a project that takes several months to complete and should demonstrate students’ command over particular subjects within an area of study. It may be similar to master’s thesis writing. There are endless capstone project ideas to choose from, but sometimes students struggle to come up with research topic ideas, so we’ve explored several fresh capstone project topics for consideration.

Business Capstone Project Ideas

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The above capstone project ideas are available to use or modify at no cost. For even more capstone project topics or to get capstone project examples, contact a professional writing service for affordable assistance. A reliable service can help you understand what is a capstone project even more so by providing clear instructions on the capstone project meaning as well as the most common requirements you can expect from today’s academic institutions.

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AWS Academy Cloud Architecting 2.x – Capstone Project

by XX · Published September 22, 2022 · Updated September 24, 2022

Environment Overview

Environment navigation, access the aws management console.

Using the terminal in the browser

Project Overview

Introducing the Example Social Research Organization

Solution requirements, project deliverables, assets for completing the project.

This environment is long-lived. When the session timer runs to 0:00, the session will end, but any data and resources that you created in the AWS account will be retained. Any running resources (such as an EC2 instance) will be stopped. If you later launch a new session (for example, the next day), you will find that your work is still in the lab environment. However, you will need to manually start any stopped resources. You can continue to develop your solution as you progress through the course materials.

IMPORTANT: Monitor your lab budget in the lab interface above. Whenever you have an active lab session, the remaining budget will display at the top of this screen. For this Capstone Project environment, the limit is $40. If you exceed your lab budget your lab account will be disabled and all progress and resources will be lost . Therefore, it is important for you to manage your spending. Suggestions to avoid overspending : Launch only the number of instances you need, sized to your requirements. Stop EC2 and RDS instances when not in use. Delete no longer needed resources and data.

Use the Readme link above to return to these instructions at any time.

Use the AWS Details link above to access information about your environment.

After you start the lab, the AWS Details panel will display and you will need to choose Readme to return to these instructions.

Tip: you can resize this panel at anytime by dragging the bar to the left of these instructions to make it wider or narrower.

Use the Reset link above if you ever want to reset your AWS account back to the way it was in the beginning, before you ever ran sessions of this lab environment. CAUTION : if you choose reset and then choose Yes to confirm that you do want to reset, you will permanently delete everything that you have created or stored in the AWS account.

The terminal window to the left of these instructions can be used to run AWS CLI commands or code such as AWS SDK for Python code (details provided below).

Using the Terminal in the browser

A terminal window displays to the left of these instructions. The terminal provides access to a Linux shell on a server that exists outside of the AWS account that you use when your lab is running. Credentials are configured on the server that provide the same level of AWS service access via the terminal that you also have via the AWS Management Console.

Project overview

This project provides you with an opportunity to demonstrate the solution design skills that you develop throughout this course. Your assignment is to design and deploy a solution for the following case.

By the end of this project, you should be able to apply the architectural design principles that you learned in this course to:

Example Social Research Organization is a (fictitious) nonprofit organization that provides a website for social science researchers to obtain global development statistics. For example, visitors to the site can look up various data, such as the life expectancy for any country in the world over the past 10 years.

Shirley Rodriguez, a researcher at the organization, developed the website. She thought it would be valuable to share the data that she had gathered with other researchers. Shirley stores the data in a MySQL database, and the data is available through a PHP website that she built. She initially published the site through a commercial hosting company that provides limited support for technical issues and security.

Over the past year, Shirley’s website has grown in popularity. As a result of increased traffic, she started receiving complaints that the site is not as responsive as it used to be. She also experienced an attempted ransomware security breach. The security breach was unsuccessful, but her supervisor, Mateo Jackson, suggested that Shirley investigate new ways to host the website.

Shirley heard about Amazon Web Services (AWS), and initially moved her website and database to an EC2 instance that runs in a public subnet. She also runs an instance of MySQL on the same EC2 instance.

Shirley approached your team to make sure that her current design follows best practices. She wants to make sure that she has a robust and secure website. One of your colleagues started the process of migrating the site to a more secure implementation, but they were reassigned to another project. Your tasks are to complete the implementation, make sure that the website is secure, and confirm that the website returns data from the query page.

The following summary lists the solution requirements, and provides a diagram of the current environment.

The following parameters are used by the PHP application to connect to the database:

These parameter values are case sensitive.

To complete this assignment, you must:

You can use the following assets for this project:

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I watched all your videos related to aws and all of them helped me a lot 😍😍. But I’m unable to complete the caspton 2.x project 😭😭😭😭. Please help me . Connect with me through Instagram or Facebook 😭😭. Message me ur Instagram or FB id or Whatsapp number.

Hi did you check the you check the youtube video? Exactly which part you can’t accomplish?

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Capstone Project Topic Ideas: 100+ Examples in Different Fields

May 2nd, 2022

College education can seem like quite a daunting task. This is especially true if you have to come up with extensive research papers. It takes extensive research and a whole lot of time to come up with many different research ideas and topics, and then you have to begin working on them. A capstone project is one of the most research-intensive projects in your student life. Coming up with capstone project ideas can be quite daunting. You have to spend a lot of time doing extensive research first, only after which you can start off.

Selecting the Best Project

Before you progress or select the right project to work on, you must do your research, using the skills that you have acquired over the years. The idea is to have a topic that you personally like, and also one that will teach you a lot. Your topic should be one that allows you to put your skills to use in the best way so that you can showcase your analytical skills for a capstone project in high school .

A capstone project is one that also allows you to put your practical education to use. So make sure that you choose something that actually teaches you a lot, allowing you to further polish your skills.

Only once you have a topic that you think is worthy of working on, you should begin. So the question is – if you are stuck in a rut , how do you select the right topic or the right capstone research topics and don’t want to avoid failure with the capstone project ?

Here are a few steps that can be very helpful:

1. Brainstorm 🧠

The first thing that you should do is brainstorm. Go over all that you have studied and then come up with a few ideas that you think are workable. It is only when you have some topics in front of you that you will see all the options that you have, and then you can decide which one you want to work on.

2. Consult your supervisor 🧑‍🏫

The role that your supervisor plays in this is massive. So once you have shortlisted a few topics that you think you can work on, you must go to your supervisor and discuss those, so they can also give you their opinion, and make sure that you are headed in the right direction.

3. Begin working ✍

Once you have spoken to your instructor and come up with several topics for capstone project ideas in 2023, then you can instantly start working. Throughout the process, you should remain in touch with your professor, who should guide you and help you get through all of that easily.

Capstone Project Tips

It is never easy to get done with your capstone project, it requires skill and determination . Here are a few tips that can be very useful for you:

Capstone Project Ideas

Our team at Writing Metier has collected a list of ideas for capstone projects that you can work on. We have divided it depending on the field that you choose to explore. Starting from easy capstone project ideas for high school and coming to senior capstone project topics that can be used for specific fields.

Remember to choose your topic wisely 😉

Capstone Project Ideas – High school

Capstone Project Ideas – Engineering

Capstone Project Ideas – Education

Capstone Project Ideas – Management

Capstone Project Ideas – IT

Capstone Project Ideas – Medical and Nursing

Capstone Project Ideas – BSN

Capstone Project Ideas – Business

Capstone Project Ideas – MBA

Capstone Project Ideas – Social Work

Capstone Project Ideas – Psychology and mental health

Capstone Project Ideas – UX and web development

Select topics for your capstone project

With so many good ideas for capstone paper topics, you can make your pick after careful consideration. But you need to be sure that you choose a topic that you think you can work on. Anyway, a guide on how to write a capstone project proposal will help to find out some tips. However, we understand that it is not easy to work on extensive research. So if you feel like you need help with your capstone project, we can help you with it while you can select the capstone project topic .

➡️ get help with your capstone project ⬅️

You can also be interested in other articles that shared a list of topics for different fields. Below you will find links to those posts on our blog:

We, at the Writing Metier, have a team of professionals who are qualified enough, with plenty of experience to help you out with any type of capstone project. All you need to do is contact us, and someone from our team will be there to assist you.

You can give in your instructions for your capstone project, and we will be there to help you complete your project. All you need to do is give us the work, and we will be sure to get back to you with your completed task. We ensure timely delivery, and revisions as well. So what are you waiting for then?

Get in touch with us and we will be there to help.

Laura Orta is an avid author on Writing Metier's blog. Before embarking on her writing career, she practiced media law in one of the local media. Aside from writing, she works as a private tutor to help students with their academic needs. Laura and her husband share their home near the ocean in northern Portugal with two extraordinary boys and a lifetime collection of books.

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135 Best Capstone Project Ideas For Students To Consider

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Struggling to find an idea for a capstone project? This blog post will provide a list of creative capstone project ideas. Also, it will teach you how to pick a good topic for a capstone project.

Basically, at the end of the course, to evaluate the overall understanding of the students, the schools and colleges will ask every student or team to finish their assignment on any unique capstone project ideas. Right now, would you have to submit a capstone project? Are you looking for the best capstone project ideas? Well, for those who are struggling to come up with a topic for a capstone project, here in this blog post, we have composed a list of interesting capstone project topic ideas on various subjects. Additionally, we have also provided a detailed explanation of how to identify the right topic for a capstone project.

What is a capstone project?

An Overview of Capstone Project – A capstone project is an academic work the instructors assign students to evaluate how well they have understood the entire course. Doing a capstone project is highly beneficial for the students because it would serve as a platform to portray their presentation skills, communication skills, and problem-solving skills. Its ultimate aim is to motivate the students to plan the project independently, perform in-depth analysis, work in a team, and finish the work before the deadline.

Whenever you are asked to submit a capstone project of your choice, to make your work stand unique in the crowd, you should pick an ideal topic. In general, selecting an idea for a capstone project is a challenging task, and also it requires a lot of planning. As there are plenty of capstone project ideas available in various disciplines, finding one perfect topic from it would be too difficult. So, you should be more careful with the topic selection. In the next section, let us see how to identify a good capstone project idea.

Capstone Project Topic Selection

The first step of a capstone project assignment is topic selection. Generally, the success of your project will mostly depend on the topic you choose to do. If you pick a not-so-good project idea, then chances are there for you to earn low scores. Hence, to spot a perfect topic and boost your academic scores, stick to the below-mentioned steps and tips during topic selection.

In case, you have a doubt about whether the capstone project idea you have chosen is perfect or not, consult with your instructors and get approval from them before you proceed with your project. Note that having a discussion with your instructors will help you to improvise your academic work and boost your grades as well.

List of Capstone Project Ideas

Here we have categorized and compiled a list of 100+ capstone project ideas on various subjects such as engineering, nursing, computer science, management, and so on. If you are running short of ideas, feel free to have a look at the list below and choose a project topic that is appealing to you.

Capstone Project Ideas for School Students

Are you a school student? Well, then the below-suggested list of capstone project ideas will be helpful to you.

MBA Capstone Project Ideas

The following are some captivating capstone project topic ideas that will be helpful to MBA students.

Marketing Capstone Project Topics

Marketing is a vast field with plenty of capstone project topics. Here are some gripping ideas for you to use.

Business and Accounting Capstone Project Ideas

Listed below are some capstone project ideas that would be helpful for the students to choose the best business and accounting research topics .

Engineering Capstone Project Topics

If you are an engineering student, then for your assignment, you can select a topic from any of the following capstone project ideas lists.

Nursing Capstone Project Ideas

Here are some exclusive capstone project ideas that will be helpful for nursing students.

Capstone Project Ideas related to Information Technology

Are you an IT student looking for a capstone project topic? Cool! Especially, to help you out, below we have recommended some excellent capstone project ideas related to information technology.

Computer Science Capstone Project Topics

If you are a computer science student, then the capstone project ideas listed below will be helpful to you.

Senior capstone project topics

Ph.D. Capstone project topics

The Bottom Line

To develop a winning capstone project, having a good topic alone will not help you. For an effective and efficient presentation of your project, you should conduct deep research on your selected topic.

In case, you need more innovative capstone project ideas or academic support to finish your capstone project, quickly reach out to us. We have a team of well-experienced assignment helpers in several disciplines to help you in completing your capstone project on time at a fair price.

Instead of giving heavy work to your brain, simply fill in your requirements in the order form and book your order. As per your requirements, our experts will offer you instant assignment help online and assist you in scoring the highest possible grade for a premium capstone project.

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Senior projects.

All computer science and interdisciplinary computing majors are required to complete a year-long project during their senior year. This capstone project provides students an opportunity to demonstrate their mastery of various subjects in computing and their ability to solve real-world problems in a creative way. In addition, many of our students enjoy unique opportunities to work with faculty during the school year or the summer on research or creative projects. The research projects are funded either by external agencies such as National Science Foundation, or internal grants provided by the college. In the past several years, our students have co-authored papers based on their research findings and presented them at various professional conferences.

Senior Projects – Class of 2022 Click here to view abstracts of 2022 projects listed below.

NumisList Christian Autor, click here to view poster

Nørd Aadiv Sheth, click here to view poster

Virtual Business Card Julian Mastroianni, click here to view poster

FutureU: A Matching System for Job Seeking College Students Emily Murphy, click here to view poster

Computer Composer Robert Allen, click here to view poster

Project Alpha: Exploring the Future of Trading Marios Bourtzonis and Matthew Solomon, click here to view poster

Centient Ty Deery, Conor Green, and Finnegan McGovern, click here to view poster

Jarida: From the World to the News Rashed Alshamsi, click here to view poster

Gesture Enabled System Interaction Rakan AlZagha, click here to view poster Winner of the 2022 Travelers Companies Foundation Senior Research Prize

Immersive Learning Anna Chin, click here to view poster

Library Data Sorter William Tanamli, click here to view poster

Compare2 Yeran Xu, click here to view poster

Off Mark-It: An Off Market Real Estate Tracker Emily Capprini, click here to view poster

Fibermap Federico Cedolini, click here to view poster

Tattool: The Security Analyst Tool Tyler Brennan, Brian Garten and Iryna Onyshko, click here to view poster

Senior Projects – Class of 2021 Click here to view abstracts of 2021 projects listed below.

A Real-Time Object Detection Aid for the Visually Impaired Alisa Levin and Rahul Mitra, click here to view poster Winner of the 2021 Travelers Companies Foundation Senior Research Prize

Persistent Virtual Graffiti Hunter Moore, Wayne Sassano, and Tyler Somerville, click here to view poster

TrinTrade Ted Tierney, click here to view poster

RecipeMe App Erika Bates, click here to view poster

Adaptive Agenda Assistant Ryan Gress and Will Laroche, click here to view poster

Squash Program Manager Min Jie Teh, click here to view poster

Smart Scheduling Buddy Julian Garcia-Sanabria, Lewis Nikuze, and Ziad Sakr, click here to view poster

Menstrual Cycle Tracking for the Contraceptive Pill User Kelly Ido, click here to view poster

Get Home Safe Kevin Klotz and Kyle Long, click here to view poster

Playlist Pro Aidan Lee, click here to view poster

Mobile Data Collection in Field Sampling Environments Giles Lemmon, click here to view poster

Pairs Trading Analysis: A Look into the S&P 500 Constituents and the Best Pairs to Trade Gabby Rogers, click here to view poster

Re-imagining Cinestudio’s Ticketing Solution Will Estony and Erkin Verbeek, click here to view poster

Process-oriented Art Journaling App for Visual Artists Quinn Luong, click here to view poster

BESUCHA: The Better Enrollment Software Using a Conflict Handling Algorithm Edwin Aldrich, Logan Drescher, and Bettina King-Smith, click here to view poster

Senior Projects – Class of 2020 Click here to view abstracts of 2020 projects listed below.

Echo Edward Li, click here to view poster

Free Financial Data Analysis Platform Weishuang Gao, click here to view poster

Job Hunter: A 3D Platformer Game About Getting a Job Seb Kryspin, click here to view poster

A Web App for Comparable Companies Analysis Prabhat Bhootra, click here to view poster

Personalized Application for Hotel Mulberry Kalsang Sherpa, click here to view poster

Digital Audio Signal Processor Ali Hasan, click here to view poster

StarCraft II Meetup Mason Allen, click here to view poster

VA-NN: A Proposed Machine Learning Model with Limited Labelled Constraints Thanh Son Phung, click here to view poster

Gadfly, a Voting Platform College Students Actually Use Saumik Tewari, click here to view poster

Vote Smart Lucy Matz, click here to view poster

PS4CT: Provable Security for Certificate Transparency Zorawar Singh, click here to view poster Winner of the 2020 Travelers Companies Foundation Senior Research Prize

Digital Truck Tickets: Modernizing Port Logistics Brendan Lynch, click here to view poster

Autonomy through Machine Learning Shelby Cass, click here to view poster

Investment Club Integrated Platform Alejandra Pardos, click here to view poster

Creating Randomness Fumihiro Tamada, click here to view poster

IBM DB2 to Presto SQL Engine Connector Brady Burke, click here to view poster

The Bantu Warrior Mehluko Myanga, click here to view poster

A Dialogue Agent Powered by Deep Learning Yichun Wang, click here to view poster

Offshore Ecommerce Mobile Application for Online Shopping in the U.S Edson Zandamela, click here to view poster

The Trust Game 2.0 Jillian Winer, click here to view poster

Senior Projects – Class of 2019 Click here to view abstracts of 2019 projects listed below.

Early Notes Elijah Hernandez, click here to view poster

E-ventory – Online Inventory System for Technology in Public Schools Selina Ortiz, click here to view poster

P.A.T (The Portable Artistic Tutor) Clear Tavarez, click here to view poster

Chat-with-a-bot Jin Pyo Jeon, click here to view poster

Bioinformatics: An Application Chris LoBianco, click here to view poster

Quantitative Finance Platform Samuel Oyebefun, click here to view poster

BantamBot Ha Tran, click here to view poster

Plectr – On Demand Tutoring Drew Lewis, click here to view poster

MSA (Menu Sorting App) Watson Peng, click here to view poster

Compression Using Massively Parallel Processing James Rodiger, click here to view poster

Plan-t a Pomodoro Binh Vo, click here to view poster

Witam – Connecting ESL Learners and Senior Citizens Brian Cieplicki, click here to view poster Winner of the 2019 Travelers Companies Foundation Senior Research Prize

Robin Food Simran Sheth, click here to view poster

Trinity College Campus Navigation App Tess Starr, click here to view poster

Tristy (Trinity + Tasty) Joyce Zhan, click here to view poster

12 Interesting Computer Science Project Ideas & Topics For Beginners

In this article, you will learn 12 Interesting Computer Science Project Ideas & Topics For Beginners.

Read the full article to know more.

Computer Science Project Ideas

Computer Science skills are a highly sought-after skillset in IT/ITeS and STEM-related job roles. Some of the most coveted Computer Science skills in the modern industry include coding, computation, data processing, network information security, web architecture, algorithm design, storage systems & management, and mobile development. Learning these skills opens up new and exciting employment opportunities in the present and future workforce. So, if you are a computer science beginner, the best thing you can do is work on some real-time computer science project ideas . Relevant projects not only improves your practical knowledge but also improves your resume. To gain more weightage, consider our free courses developed to increase your skills in a short duration.

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We, here at upGrad, believe in a practical approach as theoretical knowledge alone won’t be of help in a real-time work environment. In this article, we will be exploring some interesting computer science project ideas which beginners can work on to put their Python knowledge to the test. In this article, you will find top computer science project ideas for beginners and mini-project topics for CSE 3rd year to get hands-on experience.

But first, let’s address the more pertinent question that must be lurking in your mind: why build computer science projects?

senior design project ideas computer science

When it comes to careers in software development, it is a must for aspiring developers to work on their own projects. Developing real-world projects is the best way to hone your skills and materialize your theoretical knowledge into practical experience. But if you want to step up your game and learn real-life industry projects, assignments and case studies check out our Advanced Certificate Programme in DevOps where you can showcase your expertise and skills to potential employers using an e-portfolio.

You will need to acquaint yourself with new tools and technologies while working on a computer science project. The more you learn about cutting-edge development tools, environments, and libraries, the broader will be your scope for experimentation with your projects. The more you experiment with different computer science project ideas, and mini project topics for cse 3rd year, the more knowledge you gain.

Computer Science study encompasses programming , design, analysis, and theory. Hence, Computer Science project ideas involve designing and developing various application-based software products and solutions. So, if you wish to know about a few exciting Computer Science project ideas, this article is just what you need! But, if you want to accomplish more, and gain superiority, consider pursuing our Advanced Certificate Programme in Cyber Security designed for working professionals and provides 1:1 high-performance coaching.

Traditionally, different specialization fields opted for a theoretical and instructions-oriented approach. However, today, most job roles demand professionals who have hands-on industry experience. Computer Science is one such discipline where academic learning does not suffice – students need to undertake practical training through real-world Computer Science projects and assignments. It aims to impart students with practical knowledge of operating computer systems.

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So, here are a few computer science projects for beginners can work on:

Top 12 Computer Science Project Ideas

This list of computer science project ideas for students is suited for beginners, and those just starting out with Python or Data Science in general or final year project topics for computer engineering in diploma . These computer science project ideas will get you going with all the practicalities you need to succeed in your career as a software developer.

Further, if you’re looking for computer science project ideas for final year, this list should get you going. So, without further ado, let’s jump straight into some computer science project ideas that will strengthen your base and allow you to climb up the ladder.

1. Face detection

It is of high importance and it serves various purposes in many fields. Most importantly, the technology of face detection has increased the surveillance efforts of the authorities.

Face detection coupled with the technology of biometrics and security has helped to identify people’s faces which have resulted in various processes such as starting an app, security, or guiding what the next action steps of the application would be.

The technology of the face detection use the facial algorithms to identify the reach of facial print. The technology can adapt and recognize which facial features to detect and which one to ignore.

One of the best ideas to start experimenting you hands-on computer science projects for students is face detection software. This project focuses on building a face detection software using the OpenCV library. The face detection program will be modelled in a way that it can detect faces in live stream videos from webcam or video files stored in a PC’s local storage. The software uses pre-trained XML classifiers to detect faces in real-time and track them. You can also use different classifiers to identify various objects through this detection program.

To run this program, you need to install the OpenCV library on your local machine. Also, it would be best if you created appropriate paths for the XML classifier files before executing the program.

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2. Online auction system

The online auction allows the users to procure the benefits of the auction from any geographical location. The sellers can showcase their products or services to the buyers across the locations. This helps in wider reachability and huge expansion of the business.

Another useful feature of online auction is instant feedback feature that allows the bidders to track the price increase due to higher bidding.

The bidders or buyers from across the globe can login at any time of the day to track or bid. This way they do not lose out on the opportunity due to different geographical timelines.

In an online auction, buyers and sellers engage in transactional business, wherein buyers purchase items through price bidding. Here, the bids have a starting price and an ending time. Potential buyers who place the highest bidding price for an item are declared the winners and owners of particular items.

In this project, you will create a secure online auction system using the fraud detection method with binary classification. If a user wants to buy a product through an online auction, they must provide their identification details like PAN number, email address, license number, etc. The system will then screen the users, authenticate, and authorize them. Only authorized users can bid in the auction. The system will be designed to predict fraudulent users in the early stages, thereby eliminating the risk of online fraud and scams. This beginner-level computer science projects will help build a strong foundation for fundamental programming concepts.

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3. evaluation of academic performance.

Evaluation of the academic performance allows the institutions to track the student’s performance. This does not only help in enhancing the student’s performance but also improving the teaching techniques and teacher’s performance.

The teachers could chart out teaching objectives that help them in achieving those objectives. This way, the teachers can adapt the successful pedagogy and ignore those pedagogies that do not add value to the student’s performance.

This project involves the creation of an evaluation system that can analyze the academic performance of students by utilizing the fuzzy logic method. In the fuzzy logic method, you will consider three parameters, namely, attendance, internal marks, and external marks, to evaluate the final academic performance of students of an institution. The fuzzy inference system is much more accurate than conventional techniques.

While developing this Computer Science project, make sure that the student information uploaded is correct (devoid of errors). Faulty data entry may lead to inaccurate results.

4. e-Authentication system

There are various types of authentication system such as OTP, password, biometrics, etc.

The authentication system allows for better user experience without having the need of mutliple setups. It is also useful for tightening the security. The enhances security features pave the way for more number of users adapting the technology.

The e-authentication has seen wider adaptability. It is used to access government services, transactional processes, online platforms, and more. The users can secure their identity with the means of e-authentication system, thus providing scope for higher security.

This project focuses on building an e-Authentication system using a combination of QR code and OTP for enhanced security. The e-Authentication system is designed to avoid hacking of accounts through shoulder surfing and misuse of login credentials. To be able to use the system, a user has to first register in the system by entering the basic registration details (name, address, zip code, etc.).

Once the registration is complete, the user can access the login module to authenticate the account by entering the email id and password combination they used during registration. Then, the user can proceed to the next authentication step using either of the two options – QR (Quick Response) code or OTP (One Time Password). As per the option selected by the user, the system will generate a QR Code or an OTP. While the QR code will be sent to the user’s mail id, the OTP will be sent via SMS to the registered mobile number of the user.

The system randomly generates the QR Code and OTP at the time of login. It makes the login more secure. However, to use this system, one always needs an active Internet connection.

5. Cursor movement on object motion

This is a project where you will design a cursor that can move through desktop and perform actions based on hand gestures. The system’s object movement will be based on RGB (red, green, and blue) colour – it can detect RGB colour object that will function as the mouse. It would help if you imported the Java AWT library to coordinate with the cursor. The system setting uses a webcam to track the movement of the red, green, and blue objects and based on the object movement patterns, accordingly trigger an event.

The cursor movement system will acquire a single frame from the video recorded by the webcam and flip the frame for the user to see. It converts the captured image into a binary image wherein the RGB objects will become white. The system further adds a bounding box around the object that the user can move throughout the display.

6. Crime rate prediction

There are various benefits attached to the crime rate prediction, such as taking preventive measures, tracking of the culprits, advanced decision-making process, etc.

The methodology allows the decision makers to predict the crime and perform law- enforcement measures to mitigate the repercussions.

This way, the stakeholders can provide satisfaction, increase lifestyle experience and most importantly identify the negative externalities and take appropriate actions to curb them.

The stakeholders can allocate the budget based on the statistic, this helps in effective resource allocation. The concerned agencies can utilize their resources to better use. The crime prediction system helps in faster justice delivery and reduce crime rates.

This is one of the interesting computer science project ideas to create. As the name suggests, this Computer Science project involves building a prediction system that can analyze and predict the crime rate of a particular location. Naturally, the system needs to be fed with relevant data. It uses the K-means data mining algorithm to predict the crime rate. The K-means algorithm can cluster co-offenders and organized crime groups by detecting relevant crime patterns via hidden links, link prediction, and statistical analysis of crime data.

It functions somewhat like this – the admin will feed the crime data into the system. The algorithm will analyze crime data stored in a database and extract information and patterns from it. It will then collate the crime groups based on the patterns found in the dataset. The clusters will be made based on factors like where the crime took place, which people were involved in the crime, and when the crime occurred.

7. Android battery saver system

The battery saver project is useful for the users to track the usage of the application. The users can track which of the applications are consuming the maximum energy.

This way the users can optimize their application management. The optimization of the application can limit the application usage, this end up limiting the battery.

The battery saver in the mobile phone would also allow the users to procure the list of the applications in one place, the consumption rate is also accurate.

This is one of the simple computer science projects yet an exciting one. The Android battery saver is designed to analyze the battery usage data from built-in classes and create a consolidated list of apps that drain the power of the Android phone. The system can also determine the battery level of the phone. In situations where the battery level is low, and numerous apps are consuming too much power, this system will trigger an alarm telling the user to force stop or close the apps that are drawing power.

While the battery saver system has no backend, it uses Android Studio as the frontend. Since the system feeds on data from the Android phone, it does not need a backend framework. The primary aim of this battery saver system is to notify users of the apps that are high on power consumption, thereby allowing them to take specific actions to stop battery drainage.

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8. symbol recognition .

This is one of the excellent computer science project ideas for beginners. The proposed project seeks to build a system that can recognize symbols inserted by the user. This symbol recognition system leverages an image recognition algorithm to process images and to identify symbols. First, the system converts RGB objects into grayscale images which is then further converted into black and white images. During the process, image processing is applied to remove unwanted objects and environmental interference. The system further uses optical character recognition for recognizing the images with 60-80% accuracy. This is one of the interesting computer science projects.

In the system, all symbol templates will be stored in a specific directory. The size of each image is fixed to allow the easy recognition of the symbols with accuracy. The templates will remain in black and white form, and the system will create a dataset of these templates. When a user inputs a query image into the system, it will resize the query image, compare the resized image values against the template image values in the dataset, and finally display the result in text format. So, while the system takes inputs as images, it delivers output in a textual form.

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Read: Software Engineering Project Ideas

9. Public news droid

There are various benefits to the public news droid, such as-

This is one of the excellent computer science projects for beginners. The public news droid is an informative software application that informs users about the trending news, occurrences, and interesting events happening in and around their locality. Thus, the idea behind creating this information system is to keep the users informed about the happenings in their vicinity. The system uses Android Studio as the frontend and SQL Server as the backend.

The system involves two modules, one for the admin and one for the user. The admin monitors the accuracy and relevancy of news and information. For instance, if the admin encounters fake news or app misuse, they can take necessary action to stop the spread of such irrelevant information. On the contrary, users can view news and informative articles only of their respective localities/towns/cities, and they can add news related to any other city. Mentioning computer science projects can help your resume look much more interesting than others.

To use the app, users need to register into the system to use this app and add all the necessary details. Once the registration process is successful, the user can see the latest news, refresh the app, browse for more information, add new information and upload it (within 450 words), and so on. Users can also add images and title for the news they add.

10. Search engine

The search engine is highly useful, it helps in bringing the visibility of the brand, target based ad, brand awareness, performance management, increasing of the website traffic and more.

The brands can make their visibility grow by using proper keywords and using various other methodologies. Moreover, the brands can utilise the search engine to overcome the competition and to grow their business.

More people are able to see the brands, better its authenticity would be. It will eventually result in the revenue growth of the brand.

This search engine is developed using web annotation. It is one of the trending computer science projects where when users enter specific words or phrases in a search engine, it automatically fetches the most relevant pages that contain those keywords. Web annotation makes it possible. Web annotation helps to make an application user-friendly. Thanks to web annotation, users can add, modify, and remove information from Web resources without altering the resource itself.

This project uses web annotation on pages and images. When the user enters words, names, or phrases in the system, it will fetch the information and pictures having the same annotation. Then the system displays a list of results that contain the image or content matching to the user input. For this search engine, you need to use an effective algorithm to generate a query result page/search result records based on users’ queries.

11. Online eBook maker

One of the best ideas to start experimenting you hands-on computer science projects for students is working on online eBook maker. This online eBook maker will allow users to design and create eBooks free of cost. The system has two modules – admin login and author login. The admin can accept requests from users (authors), check and validate their details, evaluate completed eBooks, and process the request by mailing eBooks to the authors. Users can register in the system using the author login.

After filling in the necessary details, users can create new books, specify the context of books, add the title, number of pages, add a book cover, etc. Existing users can simply log in using their ID and password, and they can either create new books or resume editing the existing (unfinished) eBooks. Authors can keep only three incomplete eBooks at a time, of which they must complete at least one book before starting a new book.

12. Mobile wallet with merchant payment

There are various benefits attached to the mobile wallet, such as-

This can be an interesting and useful computer science project ideas. As you can guess by the name, this is a QR code scanning application designed for handling and facilitating liquid cash transactions between sellers (merchants) and consumers. The aim of building this app is to provide a secure, reliable, and efficient platform for monetary transactions on both ends. Each time, the system generates a unique QR code ID, and all passwords are encrypted using AES Encryption Algorithm.

There are two parts of this application – an Android application for merchants that can scan the QR code and the other part for the consumer for generating the QR Code. The frontend uses Android Studio, and the backend uses SQL Server. This system functions something like this – when merchants scan the QR code generated by the app, the desired amount is transferred into their wallet that is easily transferable into their bank accounts. As for the consumers, they need to add money to their wallet via their credit/debit cards linked to their bank accounts. They can save the card details for future use. Merchants can also change their personal and bank details. And this is the perfect idea for your next computer science project!

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Some Bonus A Level Computer Science Project Ideas

Basic Hospital Management System

The hospital management system is useful for managing the resources and operating the hospital effectively. The hospital management infrastructure is useful for managing the patient details, infrastructure management, drugs management, dispensary, etc.

The staff trust the hospital managemet application to run the day-to-day functions. Thus, the technology becomes of high importance.

The health management system facilities in better decision- making and revenue management. Apart from serving the patients, the hospitals have to take care of the revenue for acquiring talented doctors and provide decent health facility.

This is a programming and database management app designed as a centralized system for hospitals to digitize and handle huge data ( like patient details, appointments made, results of lab tests, patient diagnosis information, etc.). This is one of the best computer science project ideas that can add value to your resume.

Developing a hospital management system is easy for beginners. A functional and effective hospital management system can be created with the basic knowledge of HTML and CSS.

The system should be able to receive new entries, store them safely and enable hospital staff and system administrators to access, and use the data.

You should develop the hospital management system in a way that it should assign a unique ID to each patient registered at the hospital. The system must include all necessary details of hospital staff besides patients in a local database.

When the data increases, it becomes challenging for the staff and hospital administrator to find the required data of a particular patient or staff. So, it is important to have search functionality to make the search process across thousands of data much easier.

While it is enough to use the local storage to run the hospital management, you can also use a cloud database. Both of them have their pros and cons. You must leverage the advantages and disadvantages to make the computer science topics more challenging and interesting. Check out this Github project for reference.

Real-time Weather Forecasting app

This is a beginner-level web development & programming app that will serve best as a mini project topic for CSE third-year students or a final-year project for those pursuing diplomas in Computer science. The main objective of the app is to create a web-based weather application that can provide real-time weather details (like current temperature and chances of rain) of a particular location. The app can also predict if the day will be rainy, cloudy, or sunny.

Developing a weather forecasting app is the best way to put your coding skills to the test. To create a weather forecasting app, you will need a stronghold on the basics of web development, HTML, CSS, and JavaScript. For providing the best backend performance, good knowledge of Node.js and express technologies is a must.

It is important to know how to use API calls to scoop out weather information from other websites and display relevant information in your app.

For the app’s best User Interface, you have to place an input text box in which the users can enter the location for which weather information is needed. As soon as the search button is hit, the weather forecast for the input location should pop out. Check out this Github project for reference.

It is an interesting app that involves application designing & development, multi-thread processing, socket-programming, and networking.

Such computer science topics aim at developing a chat application to facilitate instant messaging. Users can create personal accounts in the chat app from where messages can be sent to other chat app users. Check out this Github project for reference.

Wrapping up

These are some cool Computer Science project ideas that you can toy with! Once you finish with these simple computer science projects, and final year project topics for computer engineering in diploma , I suggest you go back, learn a few more concepts and then try the intermediate projects.

When you feel confident, you can then tackle the advanced projects. If you wish to improve your python skills, you need to get your hands on these computer science project ideas . Working on real-world projects allows you to apply your knowledge and skills into practice. Also, if you can create a few of these Computer Science projects, you can add them to your resume – it will definitely help you to stand out among the crowd. I hope you will learn a lot while working on these computer science projects.

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The need for effective e-authentication is due to the fact that users are increasingly using profile verification and sometimes password reset options to protect their accounts on online services, such as social networking sites, and to improve their online security more generally. The use of e-authentication is becoming a common way to prove identity when buying products or services. The process allows users to prove their identity using digital methods instead of traditional documents like ID cards. E-authentication is becoming more and more common, and there are a number of ways it is shaping our digital world.

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2021 Computer Science and Engineering Projects

Computer Science and Engineering students apply the engineering skills they have acquired. The principles of design, how ethics affect engineering decisions, how professionals communicate ideas and the day-to-day implications of intellectual property.

They begin by researching the problem, brainstorming a range of solutions, and traveling to the sponsor’s site to learn more about the sponsor and the project. Student teams maintain contact with their industrial and faculty mentors, hold meetings, and make presentations on their work. Biomedical Engineering students submit written reports at intervals throughout the two-semester project timeline, and present oral presentations at the project’s conclusion.

Student Teams

HDF5 Interpretation and Visualization

Computer Science and Engineering Team 1

SmartEMR Using Clinical Data Integration

Computer Science and Engineering Team 2

Unary Cipher

Computer Science and Engineering Team 4

Covid-19 Contact Tracing and Stochastic Risk Analysis App

Computer Science and Engineering Team 5

AR/VR Training [Lab Training Simulation]

Computer Science and Engineering Team 6

Machine Learning for Cybersecurity Applications

Computer Science and Engineering Team 7

Enhanced Campus Tour

Computer Science and Engineering Team 8

DevOps Pipeline for Kuali Financial Systems

Computer Science and Engineering Team 9

Cigna Healthcare Literacy Enhancement

Computer Science and Engineering Team 10

Connecticut National Guard Cyber Range

Computer Science and Engineering Team 11

Sonalysts Interface Crowdsourcing Environment

Computer Science and Engineering Team 12

Computer Science and Engineering Team 13

Mental Health & Wellness Application

Computer Science and Engineering Team 14

Tragedy App

Computer Science and Engineering Team 15

Communication Protocol with Reed Solomon Error Correction

Computer Science and Engineering Team 16

Computer Science and Engineering Team 17

StockU - Algorithmic Trading Made Easy

Computer Science and Engineering Team 18

High Confidence User Interface for Voting Records

Computer Science and Engineering Team 19

Securely Streaming PMU Data To The Cloud

Computer Science and Engineering Team 20

UStudy Smartphone Application

Computer Science and Engineering Team 21

Herzberg Denial of Service De-Amplifier

Computer Science and Engineering Team 22

Synchrony POST

Computer Science and Engineering Team 23

Predicting Drug Side Effects from Chemical Signatures

Computer Science and Engineering Team 24

Courtesy Messaging Signaling System

Computer Science and Engineering Team 25

Model-Based Systems Engineering Switch Configuration

Computer Science and Engineering Team 26

Startup Scorecard: Data Visualization Web App

Computer Science and Engineering Team 27

Covid-19 Classification System

Computer Science and Engineering Team 28

Deep Reinforcement Learning - Humanoid Robot Simulations

Computer Science and Engineering Team 29

Sikorsky 720 Customer Hub Web Portal

Computer Science and Engineering Team 30

Computer Science and Engineering Team 31

Predicting Outcomes of MLB Games

Computer Science and Engineering Team 32

Gamification of Training ("Adventrain")

Computer Science and Engineering Team 33

Rapid Cyber Exploit Reporting via Mobile App

Computer Science and Engineering Team 34

Secure Embedded Architecture

Computer Science and Engineering Team 35

Path Planning with Deep Neural Nets

Computer Science and Engineering Team 36

Crash Data Analytics

Computer Science and Engineering Team 37

Remote Firearm Detection

Computer Science and Engineering Team 39

Cut Room Scheduling

Computer Science and Engineering Team 40

Human Position and Posture Detection System for Human Robotic Interaction Control

Computer Science and Engineering Team 41

Encaptiv Marketing Website and Serverless API

Computer Science and Engineering Team 42

Oracle Creation with the Zap Protocol

Computer Science and Engineering Team 43

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111 Computer Science Senior Project Ideas

Read this post to the end and get professional advice as well as quality computer science writing ideas.

Basic Concepts For Computer Science Senior Projects

A computer science paper deals with the study of computing and the algorithmic and theoretical foundations of this technical field. It also entails the analysis of data structures and other complex computer concepts.

The development and infiltration of technology globally have changed computer science drastically. It has thus become a dynamic field with students having to look out for new inventions and start-ups related to computers. With artificial intelligence being the new norm, computer scientists must know the ins and outs of this new development.

Therefore, most students have decided to give out their computer science assignments to online essay writers instead of completing them by themselves. While this may be a genuine reason due to the complexity of this subject, students can still learn and develop the excellent skills necessary for cracking such papers.

The first step to achieve this is finding top-tier computer science topic ideas. These will inform what goes into your research paper and, thus, the grades you will score at the end of the semester. To identify such creative writing ideas, students can consult the following sources:

These would be a great place to start sourcing your computer science ideas painstakingly. After generating the topics, it is essential to learn how to structure them to communicate effectively. As such, your computer science research topics should be:

Remember that your topic will determine whether the reader will have a look at your computer science research paper or not. Therefore, ensure that you write them in the best manner possible to instantly win your audience’s attention. Do you want to view samples of computer science ideas to motivate you? Scroll down then.

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Web Development

Best Computer Science Project Topics and Ideas of 2023

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Frequently Asked Questions (FAQs)

Best Computer Science Project Topics and Ideas of 2023

Choosing the best computer science project topic is critical to the success of any computer science student or employee. After all, the more engaging and interesting topic, the more likely it is that students or employees will be able to stay motivated and focused throughout the duration of the project. However, with so many options out there, it can be tough to decide which one is right for you.

To help you get started, we have compiled a list of best computer science project topics for students and employees. From machine learning algorithms to data mining techniques, these ideas are sure to challenge and engage you. And while thinking about computer science project topics, if you find it difficult to keep up with the latest trends, go for the best online course for Web Development . This is because the coursework is updated frequently, and there are always new things to learn.

Till then, pick a topic from this blog and get started on your next great computer science project. You will find employees, interns, freelance, as well as final year projects for computer science.

1. Hospital Management System

Type : Application development, Database management, Programming

There is no shortage of computer science project topics out there. But if you are looking for something that's both technically challenging and socially relevant, consider a hospital management system. Such a system would include features like:

2. Weather Forecasting APP

Type: Application development, Web development, Programming

A weather forecasting app is a great idea for final year projects for CSE and can be used to provide users with real-time information about the weather, allowing them to make better decisions about their activities. To develop such an app, you will need to have a strong understanding of computer science concepts such as data structures and algorithms. In addition, you will also need to be familiar with the various APIs that are available for accessing weather data.

3. News Feed App

Type: Application designing, Application development, Programming

A news feed app is a great choice for a computer science project. Not only will you learn how to create a user interface, but you'll also gain experience with databases and newsfeed algorithms. To get started, you'll need to gather data from a variety of sources. You can use RSS feeds, APIs, or web scraping techniques to collect this data.

Once you have a dataset, you will need to process it and transform it into a format that can be displayed in your app. This will require some basic Natural Language Processing (NLP) techniques. Finally, you will need to design an algorithm that determines which stories are displayed in the news feed. This can be based on factors such as recency, popularity, or user interests. By working on a news feed app, you will gain valuable skills that are essential for any software developer.

4. Optical Character Recognition System (OCR)

Type: Algorithm design, Optical recognition, System Development, Programming

An optical character recognition system, or OCR system, can be a great computer science project topic. OCR systems are used to convert scanned images of text into machine-readable text. This can be a difficult task, as there are often many different fonts and formatting styles that must be taken into account.

However, with the right approach, an OCR system can be an extremely useful tool. Not only can it help to reduce the amount of paper used in an office setting, but it can also help to increase efficiency by allowing users to search through large amounts of text quickly and easily. If you are interested in working on a project that will have a real-world impact, then an OCR system may be the right choice for you.

5. Library Management System

Type: Database management, System design, System development, Database manipulation, Programming

Libraries are increasingly using computers to manage their collections and circulation. As a result, Library Management Systems (LMS) have become an important tool for library staff. LMSs are designed to help libraries track and manage their books, e-books, journals, and other materials. They can also be used to manage patron information and circulation records.

Library Management Systems can be a great Computer Science project topic because they provide an opportunity to learn about databases and information management. In addition, developing an LMS can be a challenging programming project that requires the use of advanced data structures and algorithms. As a result, working on an LMS can be a great way to develop your skills as a computer programmer.

6. Virtual Private Network

Type: Application development, Data security, Networking, Programming

A virtual private network (VPN) is a great project topic for computer science students. VPNs allow users to securely connect to a private network over the internet. By Encrypting data and routing traffic through a VPN server, VPNs can provide a high level of security and privacy. In addition, VPNs can be used to bypass internet censorship and access blocked websites. As a result, VPNs have become increasingly popular in recent years.

There are many different ways to set up a VPN, so computer science students can choose a method that best suits their skills and interests. With a little research, computer science students can create a functional and user-friendly VPN that will be sure to impress their instructors.

7. e-Authentication System

Type: Authentication, Information security, System Development, Programming

There are many computer science project ideas out there, but one that is particularly interesting is an e-authentication system. This system would be used to authenticate users and provide them with access to secure online services. The project would involve developing a database of user information, as well as a mechanism for authenticating users.

Depending on the scope of the project, it could also involve developing a user interface and testing the system. This would be a great computer science project for students who are interested in security and authentication. It would also be a good opportunity to learn about databases and web development.

8. Real-time web search engine

Type: Machine learning, AI, Web annotation, Programming

Real-time web search engines would be a great project for computer science. The idea is to create a search engine that can index and search the web in real time. This would be a major undertaking and would require a team of computer science experts. However, the rewards would be great.

Such a search engine would be immensely useful to everyone who uses the internet. It would also be a major coup for the team that developed it. Therefore, if you are looking for a computer science project that is both challenging and impactful, a real-time web search engine is a great option.

9. Task Management Application

Type: Application design, Application development, Authentication, Database management, Programming

One computer science project idea is to develop a task management application. This application would allow users to create and manage tasks, set deadlines, and track progress. The user interface could be designed to be simple and intuitive, with drag-and-drop functionality for task creation and manipulation. The application could also include features such as automatic task scheduling and reminders, integration with email and calendar applications, and the ability to share tasks with other users.

While developing this application, students would learn about database design and development, user interface design, and data structures and algorithms. Ultimately, the goal would be to create an application that is both functional and easy to use.

10. Chat App

Type: Application Development, Application designing, Networking, Socket programming, Multi-thread programming

A chat app is a great way to get started with coding and can be one of the ideal mini-project topics for CSE. Not only will you learn how to create a user interface, but you'll also learn how to work with databases and manage user input. Plus, a chat app is a useful tool that you can use in your everyday life. To get started, simply choose a coding language and framework. Then, create a new project in your chosen IDE and start coding! You can begin by designing the UI and then move on to adding features like messaging and file sharing.

Once you have completed the project, you will have a valuable skill that you can use to build other apps or start your own chat app business. And if creating apps intrigues you a lot, you can consider taking a Full Stack Engineer course to polish your skill and attract various hiring companies. With this course, you will gain a deep understanding of how to build, implement, secure and scale programs and access knowledge across the business logic, user interface, and database stacks. Moreover, the professionals may also assist you with your final year project topics for computer engineering.

Best Computer Science Project Ideas of 2023

Here is a list of the best innovative project ideas for computer science students that you can explore.

1. Face Detection

2. Online Auction System

3. Evaluation of Academic Performance

This project focuses on developing a system that can evaluate the academic performance of students. The system would need to be able to input data such as grades and test scores. It would then use this data to generate a report card for each student. This project would require knowledge of statistical analysis and machine learning algorithms.

4. Crime Rate Prediction

This project involves building a system that can predict crime rates in different areas. The system would need to input data such as population density, unemployment rate, and average income. It would then use this data to generate predictions for crime rates in different areas. This project would require knowledge of statistical modeling and machine learning algorithms.

5. Android Battery Saver System

This project focuses on developing an Android app that can save battery life. The app would need to be able to track the battery usage of other apps on the device. It would then use this information to provide recommendations on how to save battery life. This project would require knowledge of Android development and battery-saving techniques.

6. Online eBook Maker

This project focuses on developing a web-based application that can be used to create eBooks. The application would need to allow users to input text, images, and videos into the eBook maker. It would then generate a PDF file that can be downloaded by the user. This project would require knowledge of web development and design principles.

These are just a few ideas for computer science projects that you can try out. If you're stuck for ideas, why not take inspiration from these?

7. Mobile Wallet with Merchant Payment

With a mobile wallet, users can make payments by simply waving their phones in front of a contactless payment terminal. This is not only convenient for consumers but also for merchants, as it reduces the time needed to process payments.

For your project, you could develop a mobile wallet app that includes a merchant payment feature. This would allow users to make payments directly from their mobile wallets to participating merchants. To make things more interesting, you could also add loyalty rewards or coupons that could be redeemed at participating merchants.

8. Restaurant Booking Website

Another great project idea is to develop a restaurant booking website. This type of website would allow users to search for restaurants by location, cuisine, price range, etc. Once they have found a restaurant they are interested in, they will be able to view available tables and book a reservation.

To make your project stand out, you could focus on making the booking process as smooth and seamless as possible. For example, you could allow users to book tables directly from the restaurant's website or through a third-party platform like OpenTable. You could also integrate with popular calendar apps so that users can easily add their reservations to their calendars.

9. SMS Spam Filtering

With the rise of smartphones, text messaging has become one of the most popular communication channels. However, this popularity has also made it a target for spam messages.

For your project, you could develop an SMS spam filter that uses artificial intelligence techniques to identify and block spam messages. To make things more challenging, you could also develop a system that automatically responds to spam messages with humorous or sarcastic responses.

10. Library Management System

In this project, you will build a library management system that will allow users to borrow and return books from a virtual library. The system will keep track of which books are currently available and which have been checked out. To complete this project, you will need to design and implement a database system to store information about the books in the library.

11. Twitter Sentiment Analysis

Twitter sentiment analysis is a great way to learn about how people feel about certain topics in real-time. In this project, you will build a system that collects tweets from Twitter's streaming API and analyzes the sentiment of each tweet using natural language processing techniques. You can then use the results of the sentiment analysis to generate real-time visualizations of how people are feeling about various topics on Twitter.

12. Election Analysis

In this project, you'll collect and analyze data from election campaigns around the world. You can then use the data to answer questions such as "Which candidate is most popular in each country?" or "What issues are most important to voters in each country?" To complete this project, you will need to gather data from multiple sources and analyze it using statistical techniques.

Innovative Project Ideas for Computer Science Students

As a computer science student, you have the unique opportunity to use your skills to create projects that can make a difference in the world. From developing new algorithms to creating apps that solve real-world problems, there are endless possibilities for what you can create.

To get you started, here are the top innovative final-year project ideas for computer science students:

1. Advanced Reliable Real Estate Portal

As the world becomes more digitized, the real estate industry is also starting to move online. However, there are still many challenges with buying and selling property online. For example, it can be difficult to verify the accuracy of listings, and there is often a lack of transparency around fees.

As a computer science student, you could create a more reliable and transparent real estate portal that helps buyers and sellers connect with each other. This could potentially revolutionize the way people buy and sell property, making it simpler and more efficient.

2. Image Processing by using Python

Python is a versatile programming language that can be used for a wide range of applications. One area where Python is particularly useful in image processing. You could use Python to develop algorithms that improve the quality of images or that help identify objects in images. This could have applications in areas like security or medicine.

3. Admission Enquiry Chat Bot Project

The process of applying to university can be very daunting, especially for international students. You could create a chatbot that helps prospective students with the admission process by answering their questions and providing information about specific programs. This would make it easier for students to navigate the university application process and increase transparency around admissions requirements.

4. Android Smart City Travelling Project

With the rise of smart cities, there is an increasing demand for apps that make it easy to get around town. You could develop an Android app that helps users find the fastest route to their destination based on real-time traffic data. This could potentially help reduce traffic congestion in cities and make it easier for people to get where they need to go.

5. Secure Online Auction Portal Project

Auction websites are a popular way to buy and sell items online. However, there are often concerns about security when conducting transactions on these sites. As a computer science student, you could create a secure online auction portal that uses encryption to protect users' personal information. This would give users peace of mind when buying or selling items online and could help increase trust in auction websites.

6. Detection of Credit Card Fraud System

With the increase in online shopping and transactions, credit card fraud has become a major problem. With your knowledge of computer science, you can help solve this problem by developing a system that can detect fraudulent activity. This project will require you to analyze data from credit card transactions and look for patterns that indicate fraud. Once you have developed your system, it can be used by businesses to prevent fraudulent transactions from taking place.

7. Real Estate Search Based on the Data Mining

The process of buying or selling a home can be a long and complicated one. However, as a computer science student, you can make this process easier by developing a real estate search engine that uses data mining techniques. This project will require you to collect data from various sources (such as MLS listings) and then use analytical methods to identify trends and patterns. This information can then be used to help buyers and sellers find the perfect home.

8. Robotic Vehicle Controlled by Using Voice

With the increasing popularity of voice-controlled devices, it's no surprise that there is also interest in developing voice-controlled robotic vehicles. By taking such projects for computer science students, you can help create this technology by developing a system that allows a robotic vehicle to be controlled by voice commands. This project will require you to design and implement software that can interpret voice commands and then convert them into actions that the robotic vehicle can perform.

9. Heart Disease Prediction: Final Year Projects for CSE

Heart disease is one of the leading causes of death worldwide. However, with early detection, many heart diseases can be effectively treated. As a computer science student, you can develop a system that predicts the likelihood of someone developing heart disease based on their medical history and other risk factors. This project will require you to collect data from medical records and then use machine learning algorithms to develop your prediction system.

10. Student Attendance by using Fingerprint Reader

Taking attendance in class is often a time-consuming process, especially in larger classes. As a computer science student, you can develop a fingerprint reader system that automates the attendance-taking process. This project will require you to design and implement software that can read fingerprints and then compare them against a database of students' fingerprints. Once the match is made, the student's name will be added to the attendance list automatically.

11. Cloud Computing for Rural Banking Project

This project aims to provide an efficient and secure banking system for rural areas using cloud computing technology. The project includes the development of a web-based application that will allow users to access their accounts and perform transactions online. The application will be hosted on a remote server and will be accessible from any location with an internet connection. The project will also include the development of a mobile app for users to access their accounts on their smartphones.

12. Opinion Mining For Comment Sentiment Analysis

This project involves developing a system that can automatically analyze the sentiment of comments made on online platforms such as news articles, blog posts, and social media posts. The system will use natural language processing techniques to identify the sentiment of each comment and generate a report accordingly. This project can be used to monitor public opinion about various topics and issues.

13. Web Mining for Suspicious Keyword Prominence

This project involves developing a system that can crawl through websites and identify keywords that are being used excessively or in a suspicious manner. The system will flag these keywords and notify the administrator so that they can further investigate the matter. This project can be used to detect spam websites or websites that are engaged in black hat SEO practices.

14. Movies recommendations by using Machine Learning

This project involves developing a system that can recommend movies to users based on their previous watching history. The system will use machine learning algorithms to learn the user's preferences and make recommendations accordingly. This project can be used to create a personalized movie recommendation system for each user.

15. Online Live Courier Tracking and Delivery System Project

This project aims to develop a system that can track the live location of courier packages and provide real-time updates to the sender and receiver about the status of the delivery. The system will use GPS technology to track the location of courier packages and update the status in the database accordingly. This information will then be made available to users through a web-based or mobile application.

How to Choose a Project Topic in Computer Science?

Choosing a project topic in computer science can be challenging. However, there are a few steps you can take to make the process a little easier.

How to Choose a Project Topics In Computer Science

1. Define your goals

The first step is to define your goals for the project. What do you hope to achieve by the end of it? Do you want to develop a new skill or build on existing ones? Do you want to create something that will be used by others? Once you have defined your goals, you can narrow down your focus and start thinking about potential topics.

2. Do your research and Get inspired by real-world problems

Once you have an idea of what you want to do, it's time to start researching potential topics. Talk to your supervisor, read through course materials, look at past projects, and search online for ideas. When doing your research, it is important to keep your goals in mind so that you can identify topics that will help you achieve them.

3. Consider the feasibility

Once you have shortlisted some potential topics, it's time to consider feasibility. Can the topic be completed within the timeframe and resources available? Is there enough information available on the topic? Are there any ethical considerations? These are all important factors to take into account when choosing a topic.

4. Make a decision

After considering all of the above factors, it's time to make a decision and choose a topic for your project. Don't worry if you don't know exactly what you want to do at this stage, as your supervisor will be able to help guide you in the right direction. The most important thing is that you choose a topic that interests you and that you feel confident about tackling it.

Conclusion

If you are a student looking for a computer science project topic or an employee searching for interesting ideas to improve your skills, we hope this article has given you some helpful direction. We have provided a variety of project topics in different areas of computer science so that you can find one that sparks your interest and challenges you to learn new things.

We also encourage you to explore the resources available online and through your own community to continue expanding your knowledge in this rapidly changing field. On that note, KnowledgeHut’s best online course for Web Development can help you with the different aspects of computer science. With experienced professionals as your instructors, you will be able to gain knowledge and expertise that will benefit you both professionally and academically. Why wait? Learn something new today!

Abhresh Sugandhi

Abhresh is specialized as a corporate trainer, He has a decade of experience in technical training blended with virtual webinars and instructor-led session created courses, tutorials, and articles for organizations. He is also the founder of Nikasio.com, which offers multiple services in technical training, project consulting, content development, etc.

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Final year projects for computer science are important because they allow students to apply the knowledge and skills that they have acquired over the course of their studies. By working on a real-world problem or challenge, students have the opportunity to develop practical expertise and learn how to work effectively as part of a team.

Yes, final year projects can be very important for landing a job after graduation. Many employers use final-year projects as a way to assess a candidate's skills and abilities, and they may even use it as a tiebreaker when reviewing multiple candidates who are equally qualified. As such, students should take their final year projects seriously and put forth their best effort.

Final-year projects also provide students with valuable experience that can help them in their future careers. If you select the best project topics for computer science students and work hard, you may be successful in your final year project.

Failing in a final-year project can be discouraging, but it is not the end of the world. One way to try and ensure passing is by taking mini-project topics for computer science. This will help show that you have the ability to complete projects and pass with flying colors. Additionally, try and get feedback from your professors on what areas you need to improve in.

Senior Design Projects

All computer science, computer engineering, information technology and cybersecurity, electrical engineering, and electrical and computer engineering technology students are required to complete a capstone course at the end of their degree program. They work in interdisciplinary groups to explore concepts connected to current themes in business. Presentations of the completed projects take place at the end of each semester.

2021-22 Project Topic – robots

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The computer science discipline is still a very popular field of study today; it brings several applications that span a wide range. More often than not, final year students find it quite overwhelming to choose the right computer science project.

Projects are the only thing that matters on final graduation. One can choose a job or further education in any IT-related industry where projects have a significant effect. Project work demonstrates the depth of knowledge and some soft skills, such as creativity and problem-solving. The final year Projects will also improve your interview prospects. Therefore, it is necessary and mandatory for students to complete a project in their final year of graduation.

This article provides you with the top computer science project ideas you can implement in your final year. Here, we will give you ten such ideas that will help you implement an outstanding project. These projects are related to various business sectors and are implemented using Python , R, Java , and other frontend technologies.

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What Is a Project?

Project work is a collection of activities that offers students the opportunity to

An instructor or other guide observes and guides the project work as it progresses.

What Is the Domain?

In general, a domain is a particular field of thought, activity, or interest, especially one over which you have control and know in and out. Computer science indicates the domain of interest.

Best Domain to Choose for Conducting the Projects

Projects for Final Year Computer Science Students

1. hangman game .

2. Restaurant Booking Website

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3. Library Management System

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4. Web Scraping Using Beautiful Soup

5. Twitter Sentiment Analysis

6. Building Chatbots

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7. Uber Data Analysis

8. Election Analysis

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9. OpenCV Face Detection

10. SMS Spam Filtering

11. Handwritten Digit Classification Using CNN

12. Placement Cell

Learn 15+ In-Demand Tools and Skills!

13. Car Data Set Analysis

14. Wireless Sound Control

15. Smart Farming Using IoT Technologies

Those were the top computer science project ideas that can help you ace your final year project.

You can create an election analysis project in R programming that shows how to create a map of state-by-state percentage vote share of Donald Trump and Hillary Clinton in the 2016 US Presidential elections. Watch this video to learn more: US Election Analysis .

You can build a Python project to understand how to perform data analysis using an Uber dataset with information about Uber bookings from different parts of New York City. Click on the video link to learn more: Uber Data Analysis .

Here is a video on final year computer science projects ideas.

This article has provided you with a set of computer science project ideas that are creative and interesting. You can work around these ideas and tips to build a great project that stands out. Do you have any questions about this article on 'Your Guide to the Best Set of Final Year Computer Science Project Ideas'? Please mention them in this article's comment section. Our qualified experts will get back to you as quickly as possible. You can watch this video: Final Year Computer Science Project Ideas to learn more about this topic.

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About the author.

Shruti is an engineer and a technophile. She works on several trending technologies. Her hobbies include reading, dancing and learning new languages. Currently, she is learning the Japanese language.

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Final Year Project Tips That Will Save the Day

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100 Outstanding Computer Science Capstone Project Ideas

Whenever the question pops up, ‘who can do my computer science capstone project’ one will only settle for expert writers. Why is this so? The magnitude and extent of such a project do not allow for any mediocre writing service. Only the best!

Before we embark on the topic ideas, we will explore some foundational guidelines to bring you up to speed with what this is all about.

What is a Computer Science Capstone Project?

It refers to a technical writing project that students undertake to crack a substantial problem. They do this using the knowledge gained from the many areas in computer science. It tells you that a capstone is not your ordinary ‘about me’ essay.

Students will have to conduct the following in this paper:

Therefore, you will have to go out of your way to identify knowledge gaps in computer science and offer solutions. Since this form of writing is a stepping stone to your next level of study, there is no room for mediocrity.

That is why you need to extensively do your research to develop an exciting and comprehensive computer science capstone topic.

How To Write a Computer Science Capstone Project

The technicality of this subject makes it hard for most students to write on it effectively. However, you will finish this paper with the easy to follow the guidelines below in no time. Let us delve right into now:

Select your topic: Have a topic that interests you and adds value to the readers. It will determine whether you will complete the paper in time or not. Write your introduction: It forms the foundation of your report. Have a well-focused thesis statement that addresses the topic precisely. Literature review: Show the relevant sources you used during your research with the knowledge gained. Identify the areas of need that you got from the existing documents. The research methodology: Write on the steps you took to arrive at your findings. Which methods did you use, and why? Did they help you find an answer to your research problem? Results of the research and discussion: What did you identify from the research? Is it in line with your hypothesis? If no, what are the new findings? Conclusion and recommendations: Sum up your paper by giving a summative statement showing if you solved the problem or not. You can suggest areas that need further research. References: Provide a list of your references using the appropriate citation and referencing style.

Are you now ready for a list of comprehensive computer science capstone ideas? Scroll down.

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Computer Science Senior Capstone Project Ideas

Best Capstone Project Computer Science Ideas

Computer Science Capstone Project Ideas For Mobile Apps and Website Development

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Bonus Computer Science Capstone Project Ideas

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A requirement for graduation, undergraduate student teams take on year-long capstone projects, putting their problem-solving skills to the test and collaborating to take an idea from concept to design to prototype. On the fourth Thursday in May, teams present their work to an audience of industry experts, faculty advisors, students, family, and friends of the School of Engineering at the annual Senior Design Conference—a highlight of our academic year.

Drone-based Wireless Communications for Disaster Recovery

Cameron burdsall, mark rizko.

This project aims to develop a drone system that deploys a wireless mesh network over a disaster recovery area. The system aids in the process of finding survivors by using wireless communications to identify where victims are and allow authorities to send out alerts to people in the area. We also add a device detection feature that allows the drones to passively look for users' devices through WiFi and Bluetooth Low Energy; giving disaster responders the ability to identify specific devices, locate zones where victims lie, and discern a rough population estimate of that area. Those who find themselves in the middle of a disaster situation can use their own devices to establish a connection with the outside world. Under a mesh topology, the drones act as network nodes that enable a more resilient configuration. The drones will be flying above an area to provide wireless connectivity for first responders and those in distress, ensuring reliable detection and a critical communications pipeline when needed the most.

Enhanced Sensing Methods for UAV-Based Disaster Recovery

Connor azzarello, ruchir mehta, chris gerbino.

Natural and human-caused disasters devastate and displace civilian populations. Over the past century, the rate at which these catastrophes occur has increased dramatically. Climate change and unsustainable human behaviors are significant contributors to natural disasters; therefore, this upward trend will likely continue. Unmanned aerial vehicles (UAVs) are commonly used to assist first responders during disaster response. The existing UAV technologies focused on disaster recovery have proven to be quite effective; however, they are cost-prohibitive, limiting their use in developing world regions. Unlike the existing UAV-based disaster response technology, we propose a solution that enables indigenous first responders to reap the benefits of UAV-based disaster response technology. We have created a UAV system with comparable flight time and flight capabilities as the existing industry-standard solutions through an extensive evaluation of cutting-edge single-board computers, UAV hardware, and computer vision models. Additionally, our system capitalizes on the functional drawbacks of the current solutions. It is more modular, allowing for a single UAV to be used in various disasters, and it boasts the capability of real-time computer vision. Most importantly, our system can be recreated for one-eighth the cost of a consumer alternative with similar functionality. As a result, first responders in low-resourced regions have access to affordable disaster response technology that can be used to save lives.

Jamming Attack Workaround Study

Soren madsen, jack schoen.

The Internet of Things (IoT) is a fast-growing industry with solid footholds in the smart home market featuring devices such as the Amazon Echo, Ring security cameras, smart TVs, and much more. However, it doesn't stop there; the industrial sector has begun using smart devices for measurement, automated tasks, and time-sensitive communication. Many of these devices have become reliant on WiFi technology and are vulnerable to attacks on the protocols' security. In this project, we discuss the details of the de-authentication attack on WPA and WPA2 systems and propose a solution for detection and recovery in IoT networks, all included in a single, easy-install device. We evaluated our solution in a smart home environment against variations in packet reception rate and concluded that our system is effective for small smart home networks. In addition, this solution can be modified in various ways to further the field of IoT security and provide manufacturable, easily accessible smart system security solutions.

Seamless Container Migration Between Cloud and Edge

Angeline chen, jonathan yezalaleul, aditya mohan, tamir enkhjargal.

Considering the limited resources of edge devices, it is essential to monitor their current resource utilization and device resource allocation strategies that assign containers to edge and cloud nodes based on their priority. Edge containers may need to be migrated to a cloud platform to reduce the load of edge devices and allow for running missions critical applications. In this case, we propose a prioritization method to exchange containers between the edge and cloud while assigning delay-sensitive containers to edge nodes. We evaluate the performance of running Docker container management systems on resource-constrained machines such as the Raspberry Pi. We propose methods to reduce the overhead of management and migration depending on the workload type.

HUSK: High-level Network Feature Utility for Security-based Kernel

Shaunak mashalkar, dillon leigh.

In network security operations, real-time analysis is highly intensive and often requires dedicated hardware. Typically, raw network data must be transferred from low-level switching mechanisms to extract more helpful information. Thus, the truly responsive security analysis is gate-kept to commercial and research settings capable of affording the proper infrastructure. We propose HUSK, a system that moves processing technology to the kernel level, thereby considerably speeding up real-time network analysis and lowering the barrier of entry for network analysis.

Deep Packet Inspection on Edge Devices using DPDK

Jordan mortif, kade harmon.

The number of Internet of Things (IoT) devices connected to enterprise and home networks has increased drastically. Given the prevalence of IoT devices worldwide, the tools used to measure such devices do not scale with the current rate of IoT growth. The Data Plane Development Kit (DPDK), initially developed by Intel, offloads packet processing from the operating system. We utilize DPDK and propose a feature collection system to collect and analyze packet data in real-time and reduced overhead. Additionally, developers can attach their analysis engines directly onto the feature collection engine through a simple programming interface.

CentriFi: A Centralized Wireless Access Point Management Platform

Andreas anderhub, zac wilson.

With the ubiquity of wireless end-devices, more strain is placed on standard network deployment architectures. Mesh networks have started to rise in popularity to meet the needs of modern wireless networks. However, the existing solutions for deploying and centrally configuring mesh networks leave much to be desired, as most are too expensive or cumbersome. This work showcases a solution to this problem, CentriFi—an open-source platform built to run on OpenWrt access points, providing a quick and easy way to set up and configure mesh networks in a central location using the 802.11s standard. CentriFi provides a web-based front-end for configuring the most crucial settings. Further, the system allows for greater expandability by providing a platform in which other configuration feature can be added by the open-source community in the future.

EdgeAP: Enabling Edge Computing on Wireless Access Points

Christopher desiniotis, justin majors, cyrus miremadi.

With the rise of the Internet of Things (IoT) leading to an explosion in the number of internet-connected devices, the current cloud computing paradigm is approaching its limits. Moving data back and forth between its origin and a far-away data center leads to privacy, latency, and energy consumption issues. Edge computing, which instead processes data as close to its origin as possible, offers a promising solution to the pitfalls of cloud computing. Our proof-of-concept edge computing platform, EdgeAP, is a programmable platform for delivering applications on wireless access points. The use cases of the platform will be demonstrated via an example application. Additionally, the viability of edge computing on wireless access points will be thoroughly evaluated.

Drive Health: Road Condition Detection

Peter ferguson, brian walker.

Roadways play an essential role in today's society by contributing to economic growth and development, providing social benefits and fast routes to travel around efficiently. With more and more cars on roads, the quality of the streets is deteriorating faster than before. This decrease in road health contributes to hazards such as potholes and can cause significant damage to vehicles on the road. Currently, improving and monitoring roads' health is done infrequently and is time-consuming for the government. Therefore, many road quality issues are manually reported by the people who drive on them. This requires filling out forms or making phone calls while also remembering the pothole or road hazard location. In this work, we present Drive Health, a system developed to monitor roadways' health and inform the transit authorities of poor road quality. This device also can advise the driver on how to be a safer and more efficient driver. Drive Health includes a smart sensor and performs machine learning on accelerometer data to process and analyze the device without using the cloud. If the system determines the data indicates the existence of a pothole, its location is recorded and sent to a web server.

A Low-Cost and Energy-Ecient Wearable Device For Posture Monitoring

George shappell, ying huang, ali nazemi.

Millions of Americans suffer every year from back problems; now, imagine if there was a way to help track and prevent back problems. Our solution to this problem is PostureBot, a device that will allow its users to correct their back posture and maintain good back posture. In doing so, this device can help elevate and prevent people from developing minor and severe back problems in the future.

SDHome: Securing Fast Home Networks

Christopher batula, holden gordon, tianyi zhao.

Distributed denial of service (DDoS) is a highly discussed network attack in Software Defined Networks. Attacks such as the Mirai Botnet threaten to compromise a portion of large networks, including home users. Today, corporations secure their network using enterprise-level software to protect their network from DDoS attacks. But their solutions are meant for large networks and depend on expensive hardware. There are few security solutions for home users, and most are expensive or require a subscription for complete protection. We propose a new solution in the form of a plug-and-play device that will allow home users to control their network easily. We will be using the SDN controller Faucet and the protocol OpenFlow 1.3 to enable software-defined functionalities. In addition to more basic network features such as blocking websites, the device will allow users to receive notifications about possible malicious activities on their network, generate device profiles for all devices on the network, and automatically detect and mitigate flooding attacks using a random forest classifier. We implement our network virtually using Graphic Network Simulator 3.

LeaPi: Wireless Diagnostic Assistant

Jeff collins, austin iverson, collin seaman, joseph sindelar.

Nearly every person who uses WiFi on a daily basis has had trouble with a bad connection. Wireless connectivity issues are often difficult to diagnose and fix. Current solutions such as wired extenders and Mesh WiFi commercial packages are expensive, and they do not provide the user with a system that suggests placement of mesh units to maximize coverage. Our solution is an inexpensive and open-source diagnostic tool that maps out WiFi quality and informs the user about interference. With a simple, meaningful display, users will find trouble spots in their house, diagnose why IoT devices are not working, effectively place WiFi extenders and mesh nodes, and more.

ACAS: Always Connected, Always Secure

Blaise aranador, antonio gigliotti, shining liu.

There is no place where safety is more important than in the home. Research has shown that home security systems effectively deter burglars; additionally, these security systems allow residents to monitor their property at all times, even while they are away. More and more of these home security devices rely on a stable Internet connection and cannot provide functionality without it. ACAS is a system that helps keep smart devices connected to the Internet, even during a home internet outage. ACAS includes a programmable router that can connect to multiple Internet sources, setting it apart from other routers. ACAS can connect to two or more Internet sources at a time and then broadcast a wireless Internet signal that one's smart security devices (and any other device) can connect to it. The router uses one Internet source at a time to provide a wireless signal for all devices to connect to it. Still, if the Internet source goes down for any reason, ACAS automatically switches to one of the other Internet sources connected to it. This provides a reliable backup and keeps devices connected to the Internet as long as one of the multiple Internet sources connected to the router is up and running. Our system also includes a web application that can configure some aspects of the router and obtain up-to-date statistics about the router's operation. Users can check the network speed of the Internet connection and choose which of the multiple Internet sources is the primary Internet source at any given time.

Distributed Firewall for IoT

Ryan lund, anthony fenzl, chelsea villanueva.

Minimal local resources, lack of consistency in low-level protocols, and market pressures contribute to IoT devices being more vulnerable than traditional computing devices. These devices have various processors and implementations, but they often serve different purposes and generate unique network traffic. Current IoT network security solutions fail to account for and handle both the scale at which IoT devices can be deployed and the heterogeneous nature of the traffic they produce. To accommodate these differences and improve current solutions, we propose implementing a micro-segmented firewall for IoT networks. Unlike traditional micro-segmented architectures, which use a virtual management layer and hypervisors to manage, route, and filter the traffic from VMs, we propose using a cloud-based management layer working in cooperation with fog node filters to manage end devices' traffic. The fog nodes act as the first hop from the IoT devices, filtering traffic according to the rules given to them by the management layer. This decreases packet filtering latency by distributing the computing load and limiting the number of hops packets make for processing. Meanwhile, having a singular management point gives network administrators the convenience of controlling all traffic flows at a moment's notice, as would be the case in a traditional SDN. As a result, this architecture promotes both the adaptability and scalability needed in IoT networks, all while securing traffic flows and minimizing latency.

Flomosys: A Flood Monitoring System

The expansion of the Internet of Things (IoT) has led to numerous innovations in the industry, including improvements to existing systems. Disaster prevention and monitoring systems are prime examples of such systems. Every year, there are significant and preventable financial losses, not to mention the safety hazards caused by floods. To warn people ahead of time, it is possible to deploy low-power wireless sensor nodes to send readings collected across the terrain to a cloud platform, performing pattern analysis, predicting, and alert forwarding to anyone's cellular device. We propose Flomosys, a low-cost, low-power, secure, scalable, reliable, and extensible IoT system for monitoring creek and river water levels. Although there are multiple competing solutions to help mitigate this problem, Flomosys fills a niche not covered by existing solutions. Flomosys can be built inexpensively with off-the-shelf components and scales across vast territories at a low cost per sensor node. This work presents the design and implementation of Flomosys as well as real-world test results.

WASP: Wireless Analog Sensor Platform

Cole hunter, daniel webber, tyler hack.

WASP aims to augment and eventually replace the bulky, costly, and complex data acquisition systems used for vibrational reliability tests on satellites. As a mechanism to guarantee that a spacecraft is mechanically durable and robust enough to withstand the acceleration forces experienced on the vessel during launch, companies conduct vibrational experiments on their spacecraft by subjecting them to high G-force events. Using wired accelerometers connected to obstructive cables, the mounting process and test setups required to perform such experiments are expensive, laborious, and can generate measurement inaccuracies. We developed a low-cost, battery-powered module designed for engineers to replace the current sensors and data acquisition systems with a wireless solution. This will enable precise testing of conditions on a smaller time frame and at a lower cost and help eliminate the disadvantages of a wired system. A custom circuit board has been fabricated containing the critical measurement and processing components required to realize this objective and a complete software solution to facilitate the data transmission to a wireless router over WiFi.

Synergy: An Energy Monitoring and Visualization System

Sarah johnson, pearce ropion.

The key to becoming a more sustainable society is first learning to take responsibility for the role we play in energy consumption. Real-time energy usage gives energy consumers a sense of responsibility over what they can do to accomplish a much larger goal for the planet, and practically speaking, what they can do to lower the cost to their wallets. Synergy is an energy monitoring and visualization system that enables users to gather information about the energy consumption in a building – small or large – and display that data for the user in real-time. The gathered energy usage data is processed on the edge before being stored in the cloud. The two main benefits of edge processing are issuing electricity hazard warnings immediately and preserving user privacy. In addition to being a scalable solution that intended for use in individual households, commercial offices and city power grids, Synergy is open-source so that it can be implemented more widely. This paper contains a system overview as well as initial finding based on the data collected by Synergy before assessing the impact the system can have on society.

Smart Office Assistant for University Professors

Ben brown, francesco petrini, alfredo sepulveda.

We present an efficient multipurpose system to enable professors to help students meet with them outside of class. Currently, should a student wish to schedule a meeting with a professor, they often have to initiate a long string of emails until a final date and time can be agreed upon. Additionally, professors have no way to broadcast messages to people visiting their office or take messages from those individuals should a professor be absent. Our solution aims to fix these issues through the use of several low-power, budget-friendly devices. Our platform includes a touchscreen powered by a Raspberry Pi 3, which displays the professor’s public calendar and announcements. Additionally, a camera is used to perform face recognition to map students to the accounts they create to interface with the system. Finally, we created a mobile app that will allow students and professors to communicate quickly in a way that abstracts their phone numbers.

NavSense: A Navigation Tool for Visually Impaired

John ryan, daniel okazaki, michael dallow.

The visually impaired rely heavily on hearing and touching (with their cane) to navigate through life. These senses cannot make up for vision loss when identifying objects in the user's path. This project proposes NavSense, an assistive device that supplements existing technology to improve navigation and peace of mind in day-to-day life. NavSense provides real-time object identification and context to the user through auditory feedback. The device reduces inference time by 50% without significant power consumption increases. We plan to continue testing on different platforms to improve the device's power consumption further.

Smart Doorbell System for the Hearing Impaired

Shannen edwin, dominic magdaluyo.

Doorbell options for hearing-impaired individuals are seriously limited. Affordable solutions are not scalable, while other solutions are expensive. With this in mind, we designed a scalable and affordable system that will benefit hearing-impaired individuals by informing them regarding doorbells. Due to the scope of the project, we only designed a proof of concept, hoping that a company can create a viable product that will benefit hearing-impaired individuals and bring a powerful IoT system to the homes of others.

Top Level Mesh

Tristen islam, matt jasaitis.

We have built a web-based system for mesh network management. This system allows network utilities to be used from a web-based interface to monitor and manage data transfer. The system runs primarily on Raspberry Pis using Raspbian Linux. Users can access the system through web browsers to configure the system and interact with the data on the network. We discuss our motivation for the project, design decisions made, technologies used, and more throughout this report. We conclude with some lessons learned and future work to be done.

TrippIt: Optimal Itinerary Generator

Andrew nguyen, osama shoubber.

Travelers often lose interest and joy when traveling in tourist-packed areas around the world. As more restaurants and attractions open up in popular cities, the wait and travel time from one location to another inevitably increases. Each attraction has certain hours throughout the day where visitors surge and the wait times increase. In addition, traffic and travel time are important factors to consider when looking to optimize one's trip. However, it isn't easy to calculate and consider the most optimal routes and times an individual should visit each possible attraction with large attractions. Travelers ultimately face an issue with maximizing productivity for their trips. Our goal is to create a mobile application that utilizes the Google Directions API and Foursquare API data to produce an optimal itinerary for travelers to use. Travelers will be able to input their place of stay, attractions they want to visit at their preferred times, and other time constraints to produce an itinerary that will allow the tourist to visit each attraction they please. The Optimal Itinerary Generator will eliminate blind spots in travel planning and, as a result, make vacation trips more time efficient and enjoyable.

Low-Cost and Energy-Efficient Platform forUnsupervised Parkinson’s Disease Assessmen

Alexander adranly, senbao lu, yousef zoumot.

Parkinson's Disease (PD) is a progressive neurological disease that affects 6.2 million people worldwide. The most prevalent clinical method to measure PD tremor severity is a standardized test called the Unified Parkinson's Disease Rating Scale (UPDRS), performed subjectively by a medical professional. Due to infrequent checkups and the human error introduced into the process, treatment is not optimally adjusted for PD patients. According to a recent review, there are two devices recommended to quantify PD symptom severity objectively. Both devices record a patient's tremors using inertial measurement units (IMUs). One is not currently available for over-the-counter purchases, as they are currently undergoing clinical trials. It has also been used in studies to evaluate UPDRS scoring in home environments using an Android application to drive the tests. The other device is an accessible product used by researchers to design home monitoring systems for PD tremors at home. Unfortunately, this product includes only the sensor and requires technical expertise and resources to set up the system. This project proposes a low-cost and energy-efficient hybrid system that monitors a patient's daily actions to quantify hand and finger tremors based on relevant UPDRS tests using IMUs and surface Electromyography (sEMG). This device can operate in a home or hospital environment and reduces the cost of evaluating UPDRS scores from patients' and clinicians' perspectives. The system consists of a wearable device that collects data and wirelessly communicates with a local server that performs data analysis. The system does not require any choreographed actions, so that there is no need for the user to follow any unwieldy peripheral. To avoid frequent battery replacement, we employ low-power wireless technology and optimize the software for energy efficiency. Each collected signal is filtered for motion classification, where the system determines the analysis methods best fit each period of signals. The corresponding UPDRS algorithms are then used to analyze the signals and give a score to the patient. We explore six different machine learning algorithms to classify a patient's actions into appropriate UPDRS tests. To verify the platform's usability, we conducted several tests. We measured the accuracy of our main sensors by comparing them with a medically approved industry device. Our device and the industry device show similar measurements with errors acceptable for the significant difference in cost. We tested the lifetime of the device to be 15.16 hours minimum assuming the device is constantly on. Our filters work reliably, demonstrating a high level of similarity to the expected data. Finally, the device is run through an end-to-end sequence, where we show that the platform can collect data and produce a score estimate for the medical professionals.

Halo: A Portable and Low-Power Air Quality Monitor

Benjamin lampe, taylor mau, samantha morehead, naeem turner-bandele.

Urban air pollution leads to widespread respiratory illness and millions of deaths annually. PM2.5, particulate matter with a diameter less than 2.5 micrometers, is the product of many common combustion reactions and poses a severe health risk. Its small size allows it to penetrate deep into the lungs and enter the bloodstream. Existing air quality monitors are aimed at scientific research, differentiating between pollutants, and providing high measurement accuracy. These devices are prohibitively expensive and cannot easily be carried around. Due to the highly localized nature of air pollution and to allow individuals and institutions to monitor their real-time exposure to PM2.5 easily, we propose Halo, an air quality monitor costing less than $100. Halo is powered by a 500 mW solar panel and equipped with a 1500 mAh Lithium-Ion battery to handle 150 mW peak power consumption and operate continuously for over 24 hours without power input. The device is small enough to be clipped to a backpack or bag for easy portability, and it can be used in personal or public settings. Using an IR emitter and detector, Halo measures reflected IR light to determine the particulate concentration in the air with an error of less than 10%. It uses Bluetooth Low Energy (BLE) to communicate these values to a user’s phone. From the phone, air data can be time-stamped, stored in a cloud database, and visualized in an app for easy monitoring of pollution trends and pollution exposure. Additionally, the cloud database allows for aggregating data from multiple devices to create crowdsourced pollution maps. These maps can pinpoint areas with awful air quality to try to make changes to these areas or help users avoid these areas if possible.

Energy Conservation of Buildings using IoT Devices

Jun chang, darence lim, tracy sun.

Buildings such as apartment complexes and high-rises consume large amounts of energy, with commercial buildings wasting, on average, 30% of the energy that they consume. This issue leads to drastic consequences such as an increase in carbon footprint and high energy costs. We create a solution that decreases energy consumption and cost. Our project achieves this goal with a scalable and personalized smart home system that caters to individual users’ needs while conserving energy on a large scale. Our solution, SmartSys, cuts energy consumption and energy costs through interaction with IoT devices, an architecture that includes a combination of database-centric and event-driven data flows, and various technologies, including sensors and machine learning. As a result of single room testing, we estimate that SmartSys will help individual users save over $1000 over 20 years and save a city with 20 apartment complexes over 150 million kWh after 20 years. For future work, we hope to decrease the fixed cost of SmartSys to make our solution have an even more significant impact on energy cost savings while maintaining its energy-saving performance. In addition, we hope to engage in multiple room testing and scale SmartSys to function throughout a large building.

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Project Examples

Here comes the sun - team paccar completed design work on one of washington state's largest solar arrays.

Eric Hee is one of the SU students who worked on a path-breaking solar project with PACCAR.

Story by:Amy Haedt A man from Japan, a man from China, a man from France, a man from Hawaii and a man from Washington all walk into a truck factory… What's the punch line? The amazing truth is there is no punch line. This is a truly international SU Project Center team, working on a truly innovative solar power project with Kenworth Truck Company that will mark the company's truck production plant in Renton as one of the largest non-utility scale photovoltaic (PV) solar arrays in the state.

Electrical and Computer Engineering students Junya Motoike, Siyu Zhang, Christopher Rabotin, Eric Hee and Don Sable have been charged with creating a design for a series of solar panels to be installed on the top of a building on the PACCAR/Kenworth campus in Renton, Washington. "Drivers on I-405 will be able to look out their windows and see one of the largest PV systems in the state of Washington." says Kenworth Truck Company project sponsor, Facilities Engineer Frank Churchill.

"The goal of the project is to offset the annual energy consumed by the PACCAR Technology Center," says Electrical and Computer Engineering Professor Henry Louie. "To do this requires a 36 kilowatt installation, consisting of over 190 PV panels," Louie adds. Seattle University currently has an array that produces 5.3 kW of power. The peak output of the Kenworth system will be nearly 7 times that of the SU system. "The largest challenge with this project was to learn about solar panels and how a system of PV arrays work," says Christopher Rabotin of France. "The international composition of our project team was really a great experience," adds Don Sable. "We have a lot of different cultural perspectives, but we learned about valuable technology that we can each bring to our future careers regardless of the country where we are employed." "Germany, for example, produces the most solar power in the world. It's heavily subsidized," says Louie. "In the US we must make the business case that the recovered energy justifies the investment," adds Churchill. He continues, "Energy costs increased 3.8 percent in the month of April alone. If this system can result in direct transmission to the facility, the cost savings on energy may be quite tangible."

Patient Data Tracking Using RFID Technology

Team ECE 08.05 Sponsor: Philips Medical Systems Collaborating Senior Design Team Members: Riley Higa, Andrew Kurniadi, Min Kyeong Lee, Robert Nguon, and Mark John Merin.

Philips Medical Systems and the Seattle University's Electrical & Computer Engineering Team collaborate on the development of a process of automation of patient data entry in hospitals and diagnostic ultrasound clinics using RFID Technology.

Traditionally, hospital patients are identified by wristbands, medical notes are physically carried from place to place, and schedules are hastily rewritten as things change. Mix-ups can result in patients having the wrong records, the wrong drugs being administered, and even the wrong surgery being performed.

In support of Philips Healthcare's commitment to quality patient care our team designed, built, and presented an innovative RFID solution using:

ONBOARD VEHICLE DATA ADAPTER

Team ECE 08.04 Sponsor: Paccar

In modern business models, data is key to increased competitiveness and profits. PACCAR Inc. wishes to acquire more data about the functioning of their trucks in day-to-day work in order to improve fleet productivity, accountability, and profitability The goal was to add more features to the existing Bluetooth Data Link Adapter built last year by SU design team ECE07.5. The final device has to be able to collect, store and send real-time heavy duty trucks' data such as speed, acceleration, battery potential, etc.

Hardware Work In order to design the general schematic of our project, we used a software called Express PCB. It is composed of two different applications: ·ExpressSCH to design schematics ·ExpressPCB to design the layout board

Dr. Moser (Faculty Project Advisor),Mark Fredrickson (Liaison Engineer), Fabio Florez, Eliott Cahen,Gina Castro Marine Pennaguer,Trent Styrcula, Not in the picture: Rob Branson & Rusty Lhamon (Sponsor Liaison)

Sky High Energy Harvesting

TEAM ECE 08.01 Sponsor: The Boeing Company

Everyone wants to save on fuel costs. Whether it's an automobile, a home gas furnace, or a Boeing 787 caring 35,000 gallons of fuel. Fuel efficiency is a priority. Just ask the Boeing and Seattle University team where their daily challenges lies in the application of a new developing technology to convert temperature gradients, those differences in temperature found between the inside and the outside of an airplane, into electricity. Their goal: design a solution to harvest electricity at a capacity to powering electrical devices in the passenger cabins of commercial aircrafts.

The Boeing Company is at the heart of modern aviation and space travel. The principal areas of Boeing operations include commercial airplanes, military aircraft, defense missile systems, and space and satellite communications. The Boeing Systems Concept Center and Seattle University have common goals. "We focus our work on products that Boeing manufactures today as well as products for tomorrow's customer," said Boeing Liaison Engineer "We're always looking at futuristic design concepts and finding new and innovative ways to implement ideas."

Energy Harvesting

Aircraft, especially at high altitude, are subject to large temperature gradients. Our team researched and designed methods to exploit these temperature gradients using thermoelectric devices that convert the thermal energy to electrical energy. The purpose is to reduce the weight of the airplane (eg the copper wiring) by distributing these harvesting power supplies throughout the aircraft.

Boeing Green Sky Thinking

The aerospace giant hopes to blaze a cleaner trail with its Dreamliner – it uses 20 per cent less fuel than most jets and is developing a light aircraft prototype powered by hydrogen fuel cells. If Boeing finds a way to make the hydrogen fuel cells lighter, cheaper and more powerful, the new technology could represent a radical breakthrough within the commercial aviation industry. It is an initiative by the world's aircraft maker to develop alternative fuels at a time when the price of jet fuel is soaring and amid growing environmental concerns.

One of the purposes for developing energy harvesting systems is to reduce the amount of copper power cables in an aircraft by placing small energy harvesting power supplies near the point of use. The harvested energy has the potential to power simple aircraft cabin systems such as convenience lights, reading and call lights, or electronically tinted windows. Another possible application of the harvested energy is to store the energy in rechargeable batteries for later use. These developments could lead to patentable intellectual property as well.

One of the challenges facing our team was developing a conditioning system to boost the low voltage outputs of the thermoelectric devices, typically in the range of 0.4 - 0.7 volts, to a more usable voltage capable of powering electronics. Other constraints where weight, extreme conditions and strains such as vibration and changing temperature gradients.

GPU Based Image Processing Real-Time JPEG Codec

Team ECE 07.03 Sponsor: Philips Medical Systems

Philips Medical Systems teams up with Seattle University to develop a new JPEG encoding process to save cost and improve reliability of it's ultrasound machines.

Our team accomplished the goal by transferring the processing load of encoding JPEG files from higher cost Application Specific Integrated Circuits (ASIC) to the Graphics Processing Unit (GPU) of a video card .

Automated Multicolor In-Cluster Tell-Tale System

Team ECE 07.03 Sponsor: The Boeing Company

Seattle University Senior Students working jointly with Kenworth got their boots muddy in a project consisted of "proof of concept" design and prototype for Kenworth's Automated Tell-Tale Identification and multi-color Tell-Tale systems. These systems, when implemented, will allow Kenworth to provide a higher quality, more flexible product at a lower cost. It is joint projects such as these that provide students with an unprecedented opportunity to tap into the rich resources, knowledge, and unique skills of world-class companies such as Kenworth to produce the very best educational experience .

Kenworth Truck Company , a division of PACCAR Inc, is a leading manufacturer of heavy and medium duty trucks. Kenworth's success can be traced back to a philosophy established at the beginning in 1923: Build a custom truck and build it to last. Back then, it was said that Kenworth engineers weren't afraid to "get their boots muddy" as they journeyed into the field with customers to understand the demands put on their vehicles. Today, Kenworth continues to listen carefully to customer needs, then builds custom trucks that will meet those needs. That's why they call them "The World's Best."

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One of the key purposes of the introduction to a science project is setting forth or outlining the purpose of the project in a clear, concise manner. The introduction summarizes how the science project is to work or proceed from start to fi...

Some easy investigatory science project ideas include attempting to purify used cooking oil, making biodegradable plastic and increasing the shelf life of fruits and vegetables. One easy experiment is to investigate possible strategies for ...

The conclusion in a science project summarizes the results of the experiment and either contradicts or supports the original hypothesis. It is a simple and straightforward answer to the question posed by the experiment. This section is clea...

1- Crowd Analysis · 2- Trend Analysis · 3- Generative Models · 4- Biomedical Imaging & Applications · 5- Image rating · 6- Video analytics · 7- Wearable devices.

All computer science and interdisciplinary computing majors are required to complete a year-long project during their senior year. This capstone project

This is a project where you will design a cursor that can move through desktop and perform actions based on hand gestures. The system's object

Computer Science and Engineering students apply the engineering skills they have acquired. The principles of design, how ethics affect engineering decisions

Top Senior Project Ideas For Computer Science · Effects of using chatbots on company's response systems · How China's education system is enhancing computer

A virtual private network (VPN) is a great project topic for computer science students. VPNs allow users to securely connect to a private

2021-22 Project Topic – robots · Go Fetch · Crate Carrying Robot · Card Dealing Robot · Search And Rescue Robot · Scale Q/C Robot · Cargo Bot · Ball Snatcher · Mobile

Projects for Final Year Computer Science Students · 1. Hangman Game · 2. Restaurant Booking Website · 3. Library Management System · 4. Web Scraping

Computer Science Senior Capstone Project Ideas · Trusted image dissemination techniques and their effectiveness · How to integrate database queries and web

Drone-based Wireless Communications for Disaster Recovery · Enhanced Sensing Methods for UAV-Based Disaster Recovery · Jamming Attack Workaround Study · Seamless

Project Examples · Sky High Energy Harvesting · Energy Harvesting · Boeing Green Sky Thinking · GPU Based Image Processing Real-Time JPEG Codec · Automated

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Project-503 : blog page application (django) deployed on aws application load balancer with auto scaling, s3, relational database service(rds), vpc's components, lambda, dynamodb and cloudfront with route 53, description.

The Clarusway Blog Page Application aims to deploy blog application as a web application written Django Framework on AWS Cloud Infrastructure. This infrastructure has Application Load Balancer with Auto Scaling Group of Elastic Compute Cloud (EC2) Instances and Relational Database Service (RDS) on defined VPC. Also, The Cloudfront and Route 53 services are located in front of the architecture and manage the traffic in secure. User is able to upload pictures and videos on own blog page and these are kept on S3 Bucket. This architecture will be created by Firms DevOps Guy.

Problem Statement

Your company has recently ended up a project that aims to serve as Blog web application on isolated VPC environment. You and your colleagues have started to work on the project. Your Developer team has developed the application and you are going to deploy the app in production environment.

Application is coded by Clarusway Fullstack development team and given you as DevOps team. App allows users to write their own blog page to whom user registration data should be kept in separate MySQL database in AWS RDS service and pictures or videos should be kept in S3 bucket. The object list of S3 Bucket containing movies and videos is recorded on DynamoDB table.

The web application will be deployed using Django framework.

The Web Application should be accessible via web browser from anywhere in secure.

You are requested to push your program to the project repository on the Github. You are going to pull it into the webservers in the production environment on AWS Cloud.

In the architecture, you can configure your infrastructure using the followings,

The application stack should be created with new AWS resources.

Specifications of VPC:

VPC has two AZs and every AZ has 1 public and 1 private subnets.

VPC has Internet Gateway

One of public subnets has NAT Instance.

You might create new instance as Bastion host on Public subnet or you can use NAT instance as Bastion host.

There should be managed private and public route tables.

Route tables should be arranged regarding of routing policies and subnet associations based on public and private subnets.

You should create Application Load Balancer with Auto Scaling Group of Ubuntu 18.04 EC2 Instances within created VPC.

You should create RDS instance within one of private subnets on created VPC and configure it on application.

The Auto Scaling Group should use a Launch Template in order to launch instances needed and should be configured to;

use all Availability Zones on created VPC.

set desired capacity of instances to 2

set minimum size of instances to 2

set maximum size of instances to 4

set health check grace period to 90 seconds

set health check type to ELB

Scaling Policy --> Target Tracking Policy

Average CPU utilization (set Target Value %70 )

seconds warm up before including in metric ---> 200

Set notification to your email address for launch, terminate, fail to launch, fail to terminate instance situations

ALB configuration;

Application Load Balancer should be placed within a security group which allows HTTP (80) and HTTPS (443) connections from anywhere.

Certification should be created for secure connection (HTTPS)

To create certificate, AWS Certificate Manager can be utilized.

ALB redirects to traffic from HTTP to HTTPS

Target Group

Health Check Protocol is going to be HTTP

The Launch Template should be configured to;

Prepare Django environment on EC2 instance based on Developer Notes,

Download the "clarusway_aws_capstone" folder from Github repository,

Install the requirements using requirements.txt in 'clarusway_aws_capstone' folder

Deploy the Django application on port 80.

Launch Template only allows HTTP (80) and HTTPS (443) ports coming from ALB Security Group and SSH (22) connections from anywhere.

EC2 Instances type can be configured as t2.micro .

Instance launched should be tagged Clarusway AWS Capstone Project

Since Django App needs to talk with S3, S3 full access role must be attached EC2s.

For RDS Database Instance;

Instance type can be configured as db.t2.micro

Database engine can be MySQL with version of 8.0.20 .

RDS endpoint should be addressed within settings file of blog application that is explained developer notes.

Please read carefully "Developer notes" to manage RDS sub settings.

Cloudfront should be set as a cache server which points to Application Load Balance with following configurations;

The cloudfront distribution should communicate with ALB securely.

Origin Protocol policy can be selected as HTTPS only .

Viewer Protocol Policy can be selected as Redirect HTTP to HTTPS

As cache behavior;

GET, HEAD, OPTIONS, PUT, POST, PATCH, DELETE methods should be allowed.

Forward Cookies must be selected All.

Newly created ACM Certificate should be used for securing connections. (You can use same certificate with ALB)

Connection must be secure (HTTPS).

Your hostname can be used to publish website.

Failover routing policy should be set while publishing application

Primary connection is going to be Cloudformation

Secondary connection is going to be a static website placed another S3 bucket. This S3 bucket has just basic static website that has a picture said "the page is under construction" given files within S3_static_Website folder

Healthcheck should check If Cloudfront is healthy or not.

As S3 Bucket

First S3 Bucket

It should be created within the Region that you created VPC

Since development team doesn't prefer to expose traffic between S3 and EC2s on internet, Endpoint should be set on created VPC.

S3 Bucket name should be addressed within configuration file of blog application that is explained developer notes.

Second S3 Bucket

This Bucket is going to be used for failover scenario. It has just a basic static website that has a picture said "the page is under construction"

To write the objects of S3 on DynamoDB table

Lambda Function

Lambda function is going to be Python 3.8

Python Function can be found in github repo

S3 event is set as trigger

Since Lambda needs to talk S3 and DynamoDB and to run on created VPC, S3, DynamoDB full access policies and NetworkAdministrator policy must be attached it

S3 Event must be created first S3 Bucket to trigger Lambda function

DynamoDB Table

Create a DynamoDB table which has primary key that is id

Created DynamoDB table's name should be placed on Lambda function.

Project Skeleton

Expected outcome.

At the end of the project, following topics are to be covered;

Bash scripting

AWS EC2 Launch Template Configuration

AWS VPC Configuration

AWS EC2 Application Load Balancer Configuration

AWS EC2 ALB Target Group Configuration

AWS EC2 ALB Listener Configuration

AWS EC2 Auto Scaling Group Configuration

AWS Relational Database Service Configuration

AWS EC2, RDS, ALB Security Groups Configuration

IAM Roles configuration

S3 configuration

Static website configuration on S3

DynamoDB Table configuration

Lambda Function configuration

Get Certificate with AWS Certification Manager Configuration

AWS Cloudfront Configuration

Route 53 Configuration

Git & Github for Version Control System

At the end of the project, students will be able to;

Construct VPC environment with whole components like public and private subnets, route tables and managing their routes, internet Gateway, NAT Instance.

Apply web programming skills, importing packages within Python Django Framework

Configure connection to the MySQL database.

Demonstrate bash scripting skills using user data section within launch template to install and setup Blog web application on EC2 Instance.

Create a Lambda function using S3, Lambda and DynamoDB table.

Demonstrate their configuration skills of AWS VPC, EC2 Launch Templates, Application Load Balancer, ALB Target Group, ALB Listener, Auto Scaling Group, S3, RDS, Cloudfront, Route 53.

Apply git commands (push, pull, commit, add etc.) and Github as Version Control System.

Steps to Solution

Step 1: Create dedicated VPC and whole components

Step 2: Create Security Groups (ALB ---> EC2 ---> RDS)

Step 3: Create RDS

Step 4: Create two S3 Buckets and set one of these as static website.

Step 5: Download or clone project definition from Clarusway repo on Github

Step 6: Prepare your Github repository

Step 7: Prepare a userdata to be utilized in Launch Template

Step 8: Write RDS, S3 in settings file given by Clarusway Fullstack Developer team

Step 9: Create NAT Instance in Public Subnet

Step 10: Create Launch Template and IAM role for it

Step 11: Create certification for secure connection

Step 12: Create ALB and Target Group

Step 13: Create Autoscaling Group with Launch Template

Step 14: Create Cloudfront in front of ALB

Step 15: Create Route 53 with Failover settings

Step 16: Create DynamoDB Table

Step 17-18: Create Lambda function

Step 17-18: Create S3 Event and set it as trigger for Lambda Function

RDS database should be located in private subnet. just EC2 machines that has ALB security group can talk with RDS.

RDS is located on private groups and only EC2s can talk with it on port 3306

ALB is located public subnet and it redirects traffic from http to https

EC2's are located in private subnets and only ALB can talk with them

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September 27, 2019

Capstone projects vary depending on the course you are taking. Sometimes, your school capstone projects are different from other schools. With all these different formats, it may be difficult to pick a format and topic. Tutors will inform students about what they expect from each project.

What Is A Capstone Project?

Capstone projects are also known as culminating projects. They are used to demonstrate all that students have learned during training. The project is a general one that culminates all the educational experience gathered at the end of an educational year. These projects are an integral part of high school, middle school and colleges. When students write capstone projects, they learn to be more creative, plan schedules and communicate with others while working well in teams.

How can you come up with excellent capstone project ideas? Here are some interesting project topics and ideas:

Capstone Project Ideas For Nursing

Nursing is a challenging but interesting course. It requires lots of hard work and passion to pass successfully. Before the completion of your course, however, you must write a capstone paper that shows how well you have understood the concept of nursing. To make it easier for you, here are some ideas to help you create a research topic list:

Computer Science Capstone Ideas

If you are a computer science student, you may also need to write a capstone project. There are so many ideas you can expand on for your project. Some of them include:

IT Capstone Project Ideas

Are you an information technology student searching for a great research topic? Here are some ideas to help you start off your work, if you’re not yet ready to ask for a professional writing help :

Cybersecurity Capstone Project Ideas

For MBA capstone ideas on cybersecurity, there are a lot of viable options. They include:

Management Capstone Project Ideas

When it comes to management, you can find a long list of ideas for your project. Here are a few to start with:

Psychology Capstone Project Ideas

If you are studying psychology, you can find some capstone project ideas here:

Business Capstone Project Examples

When it comes to project examples in the business field, there is a lot to use. These exciting ideas may be helpful to you as you start.

High School Capstone Project Ideas

As a senior high school student, you may also need informative capstone topics. this list below should help you to pick an idea to build on.

Engineering Capstone Project Ideas

If you are taking an engineering course, here are some great project ideas to peruse:

The main idea behind a capstone project is to motivate the learner to master problem-solving skills, develop social skills and think critically. The best capstone project encourages students to learn how to connect the paper to the issues they face in real life. When you know the area of interest for your capstone research, you are already one step closer to finishing.

Most capstone projects are investigative and cover a longer period. As a student, you are expected to make use of an interdisciplinary approach to bring the idea to life. After researching, the final document has to be written as a scholarly article, seminar paper or memorandum. You will also need to defend it through presentation or any other process.

If you want a scientific project idea, you can find a lot of resources online to work with. You can also tweak the ideas to suit your own experiences.

Take a break from writing.

Top academic experts are here for you.

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GitHub - AWS-INFO/AWS-Capstone-Project: In this repo I am sharing the completion steps for the project given in Cloud Architecting course on AWS Academy. AWS-INFO / AWS-Capstone-Project Public Notifications Fork Star main 1 branch 0 tags Code 2 commits Failed to load latest commit information. CAPSTONE PROJECT.txt README.md README.md
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Here are some AWS project ideas that should help you take a step forward in the right direction. 1. Deploy a Windows Virtual Machine One of the best ideas to start experimenting you hands-on AWS projects for students is working on deploying a windows virtual machine. Virtual machines are emulations of computer systems.
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This repository contains AWS projects completed by me during My AWS Learning Journey. Overview of Steps 1.Create a VPC, subnets, internet gateway, and edit route tables. 2.Create an application load balancer for the web tier (Internet-facing) and application tiers.
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Capstone Project Ideas for Management Course Studying management means dealing with the most varied spheres of life, problem-solving in different business areas, and evaluating risks. The challenge starts when you select the appropriate topic for your capstone project. Let the following list help you come up with your ideas.
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Prepared by: Raya Jehad Alwahedy Customer Support Engineer trainee / eStarta Solutions CLOUD COMPUTING AWS CAPSTONE PROJECT NATIONAL ICT UPSKILLING PROGRAMME / ICT7 Intro Intro AMAZON WEB SERVICES (AWS) Largest cloud provider but most services and products offered. AWS contains In
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A capstone project refers to a final or culminating project high school or college seniors need to earn their degrees. It's usually a project that takes several months to complete and should demonstrate students' command over particular subjects within an area of study. It may be similar to master's thesis writing.
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AWS Academy Cloud Architecting 2.x - Capstone Project Environment Overview Environment Navigation Access the AWS Management Console Using the terminal in the browser Project Overview Introducing the Example Social Research Organization Solution requirements Project deliverables Assets for completing the project Environment Overview
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3. Begin working . Once you have spoken to your instructor and come up with several topics for capstone project ideas in 2023, then you can instantly start working. Throughout the process, you should remain in touch with your professor, who should guide you and help you get through all of that easily.
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List of Capstone Project Ideas. Here we have categorized and compiled a list of 100+ capstone project ideas on various subjects such as engineering, nursing, computer science, management, and so on. If you are running short of ideas, feel free to have a look at the list below and choose a project topic that is appealing to you.
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GitHub
Instance launched should be tagged Clarusway AWS Capstone Project Since Django App needs to talk with S3, S3 full access role must be attached EC2s. For RDS Database Instance; Instance type can be configured as db.t2.micro Database engine can be MySQL with version of 8.0.20.
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Engineering Capstone Project Ideas. If you are taking an engineering course, here are some great project ideas to peruse: Schedule control in construction. Understanding solar panel control systems. Why traffic light detectors are needed in vehicles. How computer interactive models improve a construction project.
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Link to material: https://teknixx.com/aws-academy-cloud-architecting-2-x-capstone-project/#AWS #awstraining #awstrainingvideos Steps to solve :1. Create data...