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100 Best Computer Science Capstone Project Ideas: Holy Grail for Students
Updated 01 Feb 2023
Where to find the computer science capstone project ideas? In addition to being relevant, your topic should demonstrate your knowledge and the ability to apply it in practice. Below we will share with you a list of 100 topics for your capstone project. Thanks to this, you can definitely choose the one that suits you best.
What is a Computer Science Capstone Project?
A computer science capstone project is an assignment that represents the ultimate academic and intellectual experience for students in their final year of high school or those completing their academic program. It is very important to choose the right topic since you will have to apply the knowledge gained during several years of study to some urgent problem. Looking for a legal essay writing service ? We make sure that you get the best!
Now that you know what is a capstone project , let's take a look at its structure:
- Problem actualization and literature overview.
- Problem solving techniques.
- Obtained results.
- Conclusion.
- References.
How to Choose the Right Topic and How to Be Inspired?
Your topic should demonstrate as much as possible the knowledge and skills that you are really good at. Here are some guidelines to help you come up with really worthwhile cs capstone project ideas.
Start with a brainstorming session
Remember what particular class topics were especially interesting for you, discuss the topics that your friends have already chosen. This will help you understand in which section of computer science to look for a suitable option. Remember: if you'll run out of time or ideas, it is completely normal to buy assignment from a trusted custom writing service.
Explore similar projects
Now is the time to study existing projects on a similar topic. You may be able to continue and expand research started by someone. Looking for the best law essay writing service ? We're cheap, legal and fast.
Narrow your searches
Instead of reviewing fairly broad capstone project ideas for information technology , try a specific example. This way you can apply both theoretical and practical knowledge.
Ask your scientific advisor for help
Perhaps your scientific advisor will help you in choosing a topic for your project. He or she will also most likely recommend relevant literature to you.
100 Best Computer Science Capstone Project Ideas
Below we have prepared 100 capstone project ideas for computer science.
- Object-oriented programming.
- SQL Server Database backup.
- Video sensors via face recognition.
- WA projects in interface creation.
- Model-based programming languages.
- IT technology in construction.
- Histograms based on sample data.
- High-level programming methods.
- Initial data and app protection.
- Corporate apps in .NET platforms.
- Modeling of systems with distributed parameters
- Using PowerShell for file system monitoring
- Development of an information system for bank customers
- Designing of digital models in electricity metering systems at the enterprise
- Overview of the modern programming languages. Their practical application
- Using numerical methods in programming tasks
- Recognition of road signs using a neural network
- Development of a warehouse management system for a pharmacy
- Development of a database for automating the activities of a public catering organization
- Development of a software package for messaging over a local network
- Methods for automating the processing of personal data
- Analysis of recursive search algorithms in data arrays
- Dynamic libraries for website development
- Implementation of algorithms for finding a path in a graph
- Comparison of sorting algorithms in Haskell
- Website development with responsive design using HTML + CSS
- Compilation theory
- Approximation methods and their software implementation
- System programming. Principles of building system programs
- Building of cubic splines
- Using a block cipher algorithm
- Development of 3D configurators for the site
- Elementary transformations over matrices and their software implementation
- Building the maximum flow in the network
- Comparison and updating of popular encryption algorithms
- RAD methodology for software development
- Asynchronous programming in Python
- Algorithm for transitive closure on a graph
- Queue: ways of implementation. Operations with the queue
- Functions for managing processes: creating, terminating, scheduling in Linux environment
- Development of an interactive system for database processing
- The use of artificial intelligence in the stock market
- Creating a Hopfield neural network in C ++
- Software implementation and analysis of data packing algorithms
- Distributed information processing systems
- Solving nonlinear equations by inverse interpolation
- Development of a program for encryption using steganography method
- Approximation of polynomials using a neural network
- Development of a program in C++ for polynomial interpolation of a function using the Lagrange method
- Implementation of algorithms for regression data analysis in C#
- Development of a program to find a way out of the n x n maze
- Development of a program to change the parameters of the file systems
- Development of a program in C++ for integrating functions by the Gaussian method
- Comparative analysis of lossy compression algorithms
- Analysis of the coverage area of a particular ad-hoc network
- Software implementation of factorization using the Kronecker method
- Methods and algorithms of translators in domain-specific languages
- Critical parameters of risk distribution using Newton's method
- Development of a network application for encrypting files based on the asymmetric RSA algorithm
- Development of an application for calculating physical formulas
- Server-side web technologies
- The Tkinter module for GUI app development
- Graphic systems in computers
- Implementation of an interactive system for working with a database in a Linux environment
- The task of developing, debugging, and experimental testing of the system auxiliary multithreaded programs
- OpenGL. Implementation of various image space effects
- Development of an intelligent agent for working with a semantic knowledge base
- Principles of building archivers
- Linked lists and file operations
- Compression algorithm for images with a variable compression ratio
- Finding the function’s minimum (maximum) using the Fibonacci method. Its software implementation
- Data preprocessing for predicting the values of financial market indicators
- Computational geometry algorithms and their software implementation
- Big data analysis for management systems. Forecasting credit solvency
- Generation of all subsets of a given set
- Basic browser core with HTML and CSS support
- Solving a system of linear equations using the Gauss method for float-type variables
- Software implementation of the TWIN encryption algorithm
- Administration of Apache Web-server on Linux OS
- Development of the file sorting module
- Data analysis using Google Faces API
- Priority queues: implementations and comparison of approaches
- Math modules in Python: statistics
- Comparative analysis of chatbot constructors
- Development of a control app for peripheral equipment
- Implementation of the decision tree algorithm. Decision tree in classification problems.
- Development of a site security system for file interaction and messaging
- OpenCV: comparison of SURF and SIFT feature detectors and extractors
- Development of an app for finding the variance, kurtosis, asymmetry, interval, minimum, maximum in the sample
- Backtracking algorithms and their non-recursive implementations
- Basic structures of algorithms: comparative analysis and examples of their use
- Business intelligence with R-packages
- Functions for managing processes: creation, completion, scheduling in Linux environment
- Information security and information protection
- Linear hashing with partial expansions
- Automation of receiving data from the site via API
- Development of an information system in Delphi
- Protecting a web application from malicious attacks
- Software implementation of the Caesar cipher with a keyword
- Development of a file manager on Win32 API C++ with the functions of creating, deleting, and searching for files
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10 best Computer Science Capstone Project Ideas in 2022
Table of Contents
- Samarth Mehrotra
- July 18, 2021
You are in your Computer Science engineering final year and looking for Computer Science Capstone project ideas to work on.
Great! We have got you covered.
These computer science project topics will help you get a better understanding of Computer Science and its applications.
But before getting started with the ideas, let’s get a rough idea of what Computer Science is?
Key Takeaways
- Computer Science deals with studying, developing, and maintaining computers and computer systems.
- Face Detection, Weather Forecasting Application, Personal Assistant, and Fitness Track are some of the best computer science project ideas.
- Online Auction System, Crime Rate Prediction, Hospital Management System are some of the project ideas that can be useful in daily life also.
Computer Science: An Overview
Computer science is a branch of science that deals with studying, developing, and maintaining computers and computer systems.
Coding, computation, data processing, network information security, web architecture, algorithm design, and mobile development are the essential skills that come under Computer Science.
If you’re a Computer Science student, you might have gained many technical and non-technical skills that can help in your career. One of the advantages of being a Computer Science student is, it opens many career opportunities for you.
IT consultant, Cyber Security consultant, Information systems manager, Database administrator, Multimedia programmer, Systems analyst, Games developer , Technical writer are some of the career options you can pursue being a computer science student.
With the fast-growing connected world, the demand for Computer Science is also growing.
Now, you may have a doubt, why work on project ideas?
So, working on the project ideas is the best way to understand Computer Science fundamentals and implement your theoretical knowledge. The project ideas include designing and developing various applications-based software products and services.
Also Read: Tips to Apply for an Internship in Computer Science
Computer Science Project Ideas
Here is the list of top 10 projects in Computer Science to work on:
1. Face Detection
One of the IT-based best project ideas for Computer Science students is Face Detection software, also known as Optical Character Recognition (OCR) System.
The project involves developing software to track faces in real-time, store the data and provide the flexibility to search and manipulate data.
The main project focus is to create a face detection program using the OpenCV library .
To run the program, you are required to install the OpenCV library. The project uses pre-trained XML classifiers to detect characters in real-time.
2. Online Auction System
As the name suggests, this Computer Science capstone project involves making an online platform where buyers and sellers can do business.
Under this project, you will create an online auction platform using the fraud detection method with binary classification.
For the users, it requests identification details like PAN CARD number, email address, license number. The system uses this to check the authenticity of the users and authorise them. Also, only authorised users are allowed to bid using this project.
3. Crime Rate Prediction
If you are familiar with the increasing number of crimes globally, this will be one of the best Computer Science project ideas for beginners to work on, and it can add cheers to your resume.
This project involves developing a prediction system that can analyse and predict the future crime rate. And the users are required to feed the previous record of criminal data.
So basically, the users have to feed the data in the system. It will analyse and draw insights such as the place of crime, people involved in crime, and the crime time. After that, it makes predictions for the future using the K-means data mining algorithm.
4. Weather Forecasting Application
If you have zero experience working on Computer Science projects, real-time weather forecasting applications can be the best idea to start implementing your theoretical knowledge.
The project’s objective is to develop web-based applications that can provide real-time weather information of a location, such as weather, current temperature, chances of precipitation.
It can also help you by telling if the day will be sunny, rainy or cloudy.
The project can be even helpful in testing your coding skills.
5. Search Engine
We can say it is among the best final year project ideas for IT students.
You might have used Google, Bing, Yahoo or DuckDuckGo to search for anything. Here you have to develop a search engine of your own.
To develop a search engine, the main ingredient is web annotation. It helps in making applications user-friendly.
You also have to make a custom algorithm for the search engine to display relevant results. Google, Yahoo have their custom algorithm for showing the output for search results.
6. Personal Assistant
You heard about Siri, Alexa or Google Assistant. That’s what you will be developing under this project.
But there is a slight difference, and this personal assistant will be specifically to help people use a computer easily.
Want to close an application, minimise a website, delete some applications or switch off the computer, you just have to give voice commands to the assistant.
And since this project works on MVC modules, it provides flexibility to make changes to enhance functionality. And you can also track the activity on your computer.
7. Android Battery Saver System
There is a feature in smartphones that tracks the usage of batteries by various applications. You might have seen the alert while using the smartphone.
Under this project, you have to develop that feature only. You can make a battery saver system using Android Studio.
The objective of this system is to alert the user about the applications that are high on power consumption and provide flexibility to users to stop those apps from consuming too much power.
8. Course Movement on Object Motion
This computer science project idea for college students is an AI-based project and can be interesting for you if you are interested in robotics.
Under this project, you have to design a cursor that moves through the desktop and commands based on hand gestures. It will be based on the RGB (Red, Green and Blue) colour that detects your hand gestures and functions as the mouse.
It also uses the webcam to record the gestures, converting that image into a binary image used by RGB to take desired actions. Also, you have to feed in necessary data to take desired actions from the hand gestures.
9. Hospital Management System
In a place like Hospital, it can be complicated to keep track of all the patients and access an individual patient’s data in no time.
That’s what you will be developing in this Computer Science capstone project idea—a system to keep track of all information related to patients and staff members also.
It will automatically assign a unique ID to each patient entry and help hospital officials view and access data whenever needed.
10. Fitness Track
Like the above hospital management system, this system can be used to keep track of your fitness.
Under this project, you will make an app that allows users to create in their avatar and keep track of all the physical activities they do daily, such as walking, eating, or exercising.
And whenever the user completes the desired task, they will be rewarded with some points.
Also Read: 15 New Computer Science Project Ideas
Conclusion: 10 best computer science capstone project ideas
So, these are some of the best Computer Science project ideas to work on in 2022.
Computer Science is a very vast field to explore. Artificial Intelligence, Machine Learning, Big Data, programming languages and the list can go on.
Face Detection, Weather Forecasting Application, Personal Assistant, and Android Battery Saver System are good project ideas for beginners.
This list of Computer Science project ideas can be beneficial for you in your daily life also.
Frequently Asked Questions
Why should one work on project ideas.
Working on a project helps you get a better understanding of the field and lets you implement your theoretical knowledge.
What are some of the best project ideas for Computer Science students?
We hand-picked the best computer science project ideas for the students in the above blog.
What are some of the best platforms to learn Computer Science?
GitHub, Codecademy, Skillshare, UpGrad and Verzeo are some of the best online platforms to learn the various topics of computer science.
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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:
- define a problem,
- develop a solution,
- produce and demonstrate a model that solves the problem
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.
Software Capstone Project Ideas Computer Science
- Computer software patterns for configuration management
- Real-time technologies for software development in 2022
- How to expand enterprise software, services, and solutions
- Analyze the gaps in software architecture patterns
- Next Generation software systems and their potential impact
- Performance analysis of software programs and their productivity
- Object-oriented programming and its impact on software systems
- Software interactive systems: how to make them more effective
- How to deal with software security threats through Spyware
- Effective software models for game programming
Computer Science Senior Capstone Project Ideas
- Trusted image dissemination techniques and their effectiveness
- How to integrate database queries and web searches in a system
- Ways of compiling high-level access interfaces for big organizations
- The role of content-based image retrieval in back-up systems
- Latest digital library technologies used in colleges and universities
- How to conduct parallel query optimization for websites
- Is large-scale interoperation and composition useful today?
- How to use scalable knowledge composition in schools
- Ways of dealing with privacy and database threats in companies
- Weaknesses of the computational game theory
Best Capstone Project Computer Science Ideas
- How to manage and analyze large volumes of dynamic and diverse data
- Current database management systems for XML websites
- Potential strategies for integrated data management
- Accuracy of distributed dependable systems
- How to model complex computer systems for workplaces
- Distributed reliable control systems design patterns
- Accuracy of Agent-Oriented Software Engineering systems
- Innovative means of designing multi-agent systems
- Methods of software engineering and the latest soft computing tools
- Solutions to the emerging E-commerce challenges
Computer Science Capstone Project Ideas For Mobile Apps and Website Development
- How to create bug-free mobile apps
- Why do third party applications form the majority of mobile apps
- How to use Android smartphones as signal generators
- Latest technological advancements in SDR for mobile apps
- Designing and building a home automation system in Android
- The increasing demand for smart IoT-powered home systems
- The use of Bluetooth technology for creating chat systems
- Security checks to conduct during website development
- Impressive development tools for a working website
- The role of HTTP, networks, and servers in web development
Capstone Project Ideas in Computer Science – Mark-Up Languages
- The best nesting elements for HTML
- Importance of whitespace in HTML systems
- Considerations for adding CSS and JavaScript to the webpage
- The anatomy of a link and how it helps in page accessibility
- Best practices when creating HTML links
- How to best structure an HTML form for effectiveness
- Embedding techniques that are a game-changer in web development
- Custom data attributes and using them in JavaScript and CSS
- Why are drop-down menus preferred over buttons?
- Importance of character encoding, description, and SEO
Computer Science Capstone Project Examples
- How to create an intruder detection scheme for a warehouse
- Securing transactions in online businesses
- How to monitor stock and sales using computer systems
- How to optimize software for data mining
- Creating motion detection systems in mobile phone applications
- How do programmers use Java to create fire alarm systems
- How to monitor remote workers using data synchronization
- How to quickly access a remote PC
- Importance of face recognition systems in forensic research
- How to create a barcode generation software
CS Capstone Project Ideas
- The essence of data mining in information logistics systems
- How to carry out proper system analysis
- Using the game theory to examine algorithms
- Effective measures of enhancing memory optimization for games
- Discuss the importance of using General Prediction
- File compression systems and how they affect image quality
- Sophisticated computerized registration software systems
- Systems that allow for coordinated relations between supply and sales
- The evolution of digital convergence and IT Improvement
- How to attack Vector Linux and the possible implications
Computer Science Senior Project Ideas – Systems Theory
- Principles of organizing and building a computer
- How to perform operations using the Digital logic on hardware
- How to improve the effectiveness of computer processors and FPGAs
- Multi-Processing systems in pipelines, and multi-core systems
- How to make the idea of computing available in all micro-devices such as cellphone and palmtops
- Easy systems engineering approaches to designing computer systems
- How operating systems effectively link hardware and software
- How to analyze computer systems performance
- How to provide security to computer users and their information.
- Making use of entities for storing, managing, and processing data.
Computer Project Ideas For Beginners
- Modern human-computer interfaces and their effectiveness
- Significant obstacles to operating methods in computer systems
- How to improve education with the use of computing functions
- Latest banking real-time systems that work
- Software systems used to create mobile phone-based apps for independent living
- How to effectively control Dynamic Hybrid Systems in the 21st century
- Dynamic FPGA objects and how they are helping to shape the world of computing
- Automated verification of reasoning and its use in banking halls
- Computer systems for tracking employees in a fast-food delivery company
- Enhancing communication security at a low-cost scheme
Bonus Computer Science Capstone Project Ideas
- The effective of SQL computer systems
- Making use of XML systems in a Wrapper Construction
- Is the Click and Drop diagram maker effective?
- How to effectively cauterize and utilize computer Algorithms
- What are the basics behind computer mining system of online data
- How to create and easy to use, feature-rich mobile web page for students
- What is the Battlefield Strategy Game, and what is the algorithm behind it?
- Using Graphic Zipper in multimedia systems
- The Pros And Cons Of visualization for open source
- Creating low-cost online schemes
It is not easy to handle such an assignment without quality capstone project writing help. Such assistance will not only give you writing ideas but custom computer science capstone projects as well.
Do not say to yourself that ‘I do not need help with my capstone project.’ Everyone needs it for your information – beginners, seniors, and even professionals. Get the best online writing help today at cheap rates and complete your assignment on time.
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Computer Science Capstone Projects
Graphical modeling of biological systems in education, monitoring patients' cardiovascular health via common wearable fitness devices, scalable genome assembler using apache spark on cloud, mozilla language plugin, kaetzi symbolic storage and identification system, detecting common spelling and grammatical errors by mining wikipedia changelogs, study of bus stop quality in st. louis county, on the rails, medication tracking app, a real-time survival-defence game, the game theory of machine scheduling, taiwanese student association website, codebots: a programmable battlebotsgame system, artificial intelligence for rock-paper-scissor game, a turn-based strategy dame in unity, educational animations and interactives in html5/javascript, stack reader, segmentation and analysis of spinal canal in ct images, interactive website for taiwanese student association, creating a gui for cgminer setup and monitoring, sample swap, design space analysis of popular image segmentation algorithms, cs1 graphics program, management portal for shawnee lodge, system to collect and analyze departmental activity data, performance analysis of trend-following trading systems, scheduler and homework, text prevention cell phone application, develop an eeg device with raspberry pi, attack vector linux, parallelizing regina normal surface engine, mobile website for residential life, battlefield strategy game using gamemaker, graphic zipper foldings of polygons to convex polyhedra, libreoffice/openoffice accentuate extension, quick shifts, multimedia website for biology researchers, open source wordnet visualization, exploring a data set with derived formulas, aka, the formulatron 5000, convex zipper folding, congressional district evaluator, math placement test, online survey system, detection and classification of nails from an image, improved e-prime scripting environment, analysis of algorithms using game theory, k-nearest neighbor algorithm, e-commerce for a building supply company, stock prediction with neural networks, radar processing optimization using compressed sensing, automated report aid, parse tree visualizer, business information system, finance manager, iphone interface for electronic medical record system, bayesian grammar checker for irish, forensic analysis of u3 smart enabled devices and silent virus propagation, example-based machine translation software, cell broadband engine simulator, machine-learning translation program, racing game.
Students in introductory biology courses must demonstrate their understanding of biological systems by developing graphical models of such systems (e.g., food chains, signaling pathways, metabolic networks). This web-based system will support students' creation and revision of such diagrams, will support the course staff in reviewing the diagrams and providing embedded feedback, and will provide analytics that might support educational research.
The goal is to develop a system that allows for medical remote evaluation of patients using biometric data (e.g. heart rate, activity, sleep) from existing commercially available wearable devices (e.g., a Fitbit). The system will rely upon a patient's mobile phone for the communication link from the device to the remote electronic medical records, and will allow physicians to remotely monitor and communicate with patients. The system may also calculate additional variables derived from the primary data such as variability of heart rate and activity and to alert a physician to detection of critical levels.
Genome assembly refers to the process of taking a large number of DNA fragments and putting them back to create a representation of the original chromosomes from which the DNA originate. De novo genome assembler attempts to reconstruct genomes from its genomic sequencing data without using reference genomes. Recently developed high-throughput sequencing technologies generate very large scale DNA fragments that enhance the correctness of genome assembly, but those large scale datasets are computationally expensive.
To cope with massive sequence data generated by next-generation sequencing machines, a highly scalable and efficient parallel solution for genome assembly is important. In this capstone project, we will implement a scalable genome assembler using Apache Spark on Cloud. Apache Spark is a cutting edge open-source cluster computing framework for large-scale data processing. Apache Spark provides GraphX API that is a distributed graph processing framework on top of Spark. The GraphX enabled us to easily distribute a very large overlapping graph into several virtual machines and process the big graph. This very large-scale sequence analysis can be adapted not only for genome assembly but also for many other scientific domains.
The goal of this project is to create a Mozilla Firefox plugin that will allow a user to highlight an unfamiliar word in order to find the definition via JavaScript modal popup. The program will be written mostly in JavaScript, but will likely employ CSS for formatting purposes. Optimally, the plugin will be versatile enough to allow a user to use the plugin with a dictionary website/database of their choice. Once completed, the plugin will be available for download at addons.mozilla.org.
A major challenge with this project is the issue of "stemming" words. If a dictionary only recognizes the singular form of a word, for example, it would be difficult to define a word such as "oxen," or "geese." By the final version of this program, this plugin will be able to define words in both English and Spanish.
The project is to be a software system for the storage of symbolic languages, codes, shorthands, etc.It will be designed and tested using my personal symbolic shorthand code Kaetzi. The software will take a symbol input (drawn with a mouse via writing tablet) and store it as private use data, displayable with a font (i.e. an image, which consists of the symbol only, without a background). The database of symbols is to be searchable by keyword.
The goal is to mine the changelog history on Wikipedia and extract the most frequent spelling and grammatical errors in three separate languages. Then, (1) turn this into a proofing tool to avoid the same errors in the future, and (2) analyze and publish the results to help language teachers focus on the most common mistakes.
The first portion of the project will be project management and data mining for changelogs. Unix tools and regex will most likely be used to format these logs. The second part of the project will consist of turning the results into usable correction tool for word processing. This will be implemented with the OpenOffice API. The API will allow for multiple suggestions for commonly misspelled words.
A tool to examine bus routes in St. Louis County, overlaid on Google maps, with imagery. The tool will also allow bus stop rating through a checklist of essential traits the stop has. This tool will assist in checking the quality of the stops, and be a foundation to persuade improvement of bus stops from Metro organization.
We will build a game of the first person "rail" shooter genre. In this game, players will be kept on a guided path as they battle through enemies. The game will require cooperation from two players, and the players will interface with the game via gaming joysticks.
Unlike most first person shooters, this game will attempt to abstract core elements of the genre so that our game does not simulate the killing living beings. Thus, the enemies of the game will be drones, and the environment of the game will be set in cyberspace. The artwork for the game is inspired from the movie Tron Legacy, and thus, it will feature of simple geometrical shapes with a color scheme that is composed of black and bright neon colors.
The game will be built via the Unity Game engine, and we anticipate that the code for the game will be written in C#. Furthermore, game objects will be constructed using a 3D modeling software called SketchUp.
In addition to building the software for the game, we will also be constructing a physical shell for the game like most arcade machines. The players will sit side by side in an encapsulation. A computer will be housed inside the encapsulation, and it will be tasked with running the game.
Android app that can take a picture of a target from a gun range and locate the bullets. It offers up corrections to help increase the shooting accuracy.
This will be an Android app to allow patients to maintain a list of medications, alongwith information about each medication, and notifications when to take them.Optionally, we will create a doctor database with links to medication and contact information.
This project targets the design and implementation of a survival-defense game with Unity 3D.The game will be a third-person overhead combination of levels and monster wave generation.The player will move around the map and collect ammo, health, and currency while defending against a variety of enemies with different attributes coming in wave pattern attacks. As the levels progress, the waves become harder and harder, and it will be the goal of the player to survive as long as possible. A good example of such a game may be seen at http://www.youtube.com/watch?v=yq8pEH48JnY. My game, while similar in fundamental nature, will contain significant differences, including a full upgrade system allowing he player to collect currency from slain creatures and spend it on upgrades between rounds in order for them to survive higher levels. The game design and coding will be done in Unity, while the models and textures will be done in Blender and/or 3dsMax. Some models may be obtained from Unity Asset Store as well. The target platform for the game will be the computer (PC and Mac) initially, but I believe the nature of the game will port well to mobile devices.
The app is designed for users to have the ability to create certain machines/equipment workout routines based on the equipment available to them. (What's the point of looking up workout routines online with certain machines/equipment if the user doesn't have that same equipment available to them?) The app includes a database with tables including SLU equipment, exercises, muscle groups, etc.
The main purpose of this project is to better understand a machine scheduling problem. Traditional competitive analysis for the problem can be viewed as a two-player game, with one player releasing jobs to the second player who chooses to schedule them among m machines. Viewing this problem as a game allows us to use alpha-beta pruning to help analyze scheduling algorithms. The first step is to create an alpha-beta pruning search algorithm in Java that is generic for two-player games. This allows us to run alpha-beta algorithm on different turn based games, such as Tic Tac Toe. Once the search algorithm is implemented, we can use it on the scheduling problem game to analyze scheduling algorithms. The next step will be to create the rules of the scheduling game to run the alpha-bete pruning search algorithm on it. We view the game as two players that take turns, one assigns jobs to be scheduled and the other schedules the assigned jobs. Once we are finished with creating the rulesfor the scheduling problem game, we can use the generic alpha-beta pruning search algorithm to analyze algorithms. We use a competitive ratio, which is the number of jobs the optimal solution can assign divided by the number of jobs the scheduling algorithm actually assigned. The point of the game is to have one player assign jobs to force the largest possible competitive ratio, while the other schedules jobs to get the smallest possible competitive ratio. The alpha-beta pruning search algorithm allows us to search for the lowest possible competitive ratio possible to analyze the algorithms.
The purpose of this project will be to construct an interactive web interface for the Taiwanese Student Association to manage its members as well as providing an interactive portal tailored for members and the e-board. The front end of the project will be driven by a web interface using HTML5 with Javascript/JQuery. The front end design of the project will optimize usability for members and have an intuitive flow that allows users to navigate through to quickly find information about the organization. The back-end will include a database that will store information such as users, which will consist of members, non-members, and e-board, as well as events. It will be implemented using MySQL or some other SQL based database tool. Together, it will provide a complete infrastructure for member interaction, as well as being a way for TSA to interact with its members. It will also help to publicize our student organization in a more effective way.
The purpose of this project is to create a robot arena fighting game (in the vein of Battlebots), but with an emphasis on making the robots user- programmable. This would entail creation of a very simplistic programming system, from which users could create their own programming modules for controlling their bots. In essence, the underlying goal of the project is to create a new avenue for kids and even adults to learn about programming in a fun and interesting way. This is a new area of game software and every addition could help. As the key aspect of this game is the programmability of the bots, the primary focus of the game development lies there. The desire is to create a simple programming language for creating modules to control bots, and then a drag-and-drop system for populating the bots with these modules. Should the drag-and-drop system prove infeasible in the allotted time, a fallback approach of using drop- down menus to select options is also perfectly acceptable. However, some other game aspects are also needed to complete the game. These game components may be done more simply: - Implementation of an arena game map, to provide a setting for the robot fighting - Simple unit models for representing the bots - A turn-based combat system sufficient to demonstrate the programmable nature of the bots, and to demonstrate the different features of their programmability. This game will be built using one of the popular game engines, such as Unity or Unreal Engine, to be selected as deemed appropriate by the student.
Streams is an Android app that will allow users to view live streams of images based on geolocation by implementing the Google Maps framework and the TwitterStreaming API. The app will populate streams of images by taking image content from geo-tagged tweets. That will be viewable via a constantly updating graphical interface provided by Google Maps.
Develop a pretty web page to let a user play the RPS game with a carefully designed AI embedded in a JavaScript file.
The goal of this project is to create a Turn-Based Strategy (TBS) game using the Unity game engine. The vision for the game is akin to the classic game Risk, but with the addition of resource gathering and a monetary system. Some of the specific aspects of the project needed for this strategy game include: - Enemy AI for controlling the computer-controlled players - Implementation of one or more game maps, which indicate which players control each of the regions - A combat system for managing attempts by players to take other players regions - A game GUI for showing the game map and indicating the amount of resources available to the player - Tools for gathering, managing, and using a player's resources (such as armies, gold/money, and gather able resources like wood, ore, etc.)
The project will be a mobile fitness app targeting people interested in learning proper form and tracking their progress.
The aim of this project is to redesign existing interactive CS teaching tools for compatibility with modernweb browsers. These tools are currently written as Java applets, a technology, which has been effectively deprecated by HTML5 standards and is slowly loosing support in web browsers. The tools will be rewritten in HTML5/JavaScript, and in the process they will be extended and improved upon as opportunities to do so arise.
In this project, we will be building a web application, which will an eBook Reader with added features. These features will include the ability to highlight text and either make a comment about that particular text or post a question about it. Users will be able to see these highlighted posts and respond/interact with these posts in a similar fashion to stack overflow. Additionally users will be able to upload their own documents, which can be shared with a certain group of people who can then use these features. As well, users can filter what kinds of posts or posts from specific types of users.
This project's goal is to develop a Web-Based application that helps an instructor to teach students to program numeric, algebraic, and trigonometric expressions.
The goal of the project is to design and implement an image segmentation and structural analysis software toolset that will segment a series of cervical spine CT images, identify the spinal canal, and measure the structure of the spinal canal. Java and ImageJ will be used to implement the toolset. Some of the specific aspects of the project needed for this segmentation and analysis toolset include: - Assess the segmentation performance of a variety of segmentation algorithms in segmenting spinal CT images, and identify the most capable algorithms for segmenting the spinal canal. - Learn the ImageJ Java application toolset and library, and how new applications of ImageJ are created as plug-ins to the main toolset. - Implement one of the more effective segmentation algorithms in ImageJ. - From the segmentation results, use line and/or curve detection on the interior walls of the bones surrounding the spinal column, and connect those lines/curves to form the boundary of the spinal canal. - For each slice (single image) in a series of spinal CT images, compute the spinal canal width at each point along the spine. From the distribution over all slices, identify the expected spinal canal width. - Provide a GUI that visualizes the segmentation results and highlights the spinal canal.
NOTE: The project may assume the existence of sagittal spine CT images (i.e. side-view slices of the spine). It is not a requirement that series of transverse/axial (top-down view) or coronal (front-view) CT images be converted to sagittal view (though students may wish to use such an ImageJ plug-in, if such already exists).
The purpose of this project will be to construct an interactive Web interface for the Taiwanese Student Association to manage its members as well as providing an interactive portal for members. The front end of the project will be driven by a Web interface using HTML5 with Javascript/JQuery. The front end design of the project will optimize usability for members and have an intuitive flow that allows users to navigate through and learn about the organization. The back-end will include database that will store information such as users, which will consist of members, non-members, and e-board, as well as events. It will be implemented using MySQL or some other SQL-based database tool. Together, it will provide a complete infrastructure for user interaction and for a business to interact with its customers.
The goal of the project is to create a GUI for the CGMiner tools, which is a software suite for mining Bitcoin transactions. "Mining" - the process of adding transaction records to Bitcoin's public ledger of past transactions - is a difficult resource-intensive task, the purpose of which is to enable the network to reach a secure, tamper-resistant consensus for each of the transactions. It has been found that GPUs are particularly well suited to the task of mining, and so CGMiner provides an open-source software suite allowing any interested user to beging perform mining using their AMD GPU card. The CGMiner tools are solely command-line driven tools, and require considerable parameterization to appropriately install and use. As such, the purpose of this project is to create a CGMiner dashboard - a GUI allowing users to more easily setup and monitor their mining with the CGMiner. This dashboard would provide a variety of features for effectively setting up and controlling CGMiner, including a setup and control panel and GPU temperature monitoring. The temperature monitor would provide a graph of the GPU's temperatures over time, including average and max temperatures of the graphics cards, and a temperature shutoff should the GPU become too hot. The dashboard setup and control panels would provide GUI controls both for initial setup and dynamic control of the CGMiner tools, including GPU speed, thread concurrency, work size, memory speed, intensity, fan speed, etc. The dashboard would initially target a single graphics card, with the intent of extendingcontrol to multiple graphics cards through CGMiner.
The goal of this project is to rehaul the website, making all pages follow similar template and add more functionality. Includes adding access to data stored in Excel spreadsheet ith ability to search through and request things like an online catalog of specimens. To request, must trade equal number of samples from equal number of genera and species. Include ability to select species and image and description will pop up.
The project goal is to perform a thorough design space analysis of a number of popular image segmentation algorithms. Such analysis first requires collecting image segmentation results over the full range of the parameter design space for a few popular image segmentation algorithms (e.g. Mean Shift, Normalized Min Cuts, etc). The segmentation resultswill then be analyzed by Prof. Fritts segmentation evaluation toolset, which quantitatively evaluates the qualify of the segmentation results using a variety of evaluation metrics. With the quantitative evaluation data, a software toolset will be developed that performs parameter space correlation and multivariate kernel density estimation to identify trends and data clusters that best characterize the algorithm's performance. While outside the scope of this project, this design space analysis will greatly facilitate unbiased selection of sample segmentations for use in subjective human studies on segmentation evaluation.'
Cs1 graphics is a Python module that wraps the Tkinter graphics package to make use of graphics more accessible for students in introductory computer science courses. The most recent release (cs1graphics 1.2) is an alpha version that lacks robust support for many advanced features such as multi-threading. The project will entail thorough perusal of, understanding, documenting, and updating the current code, while paying special attention to the threading model and internal architecture and design of the system. These combined activities will allow for strengthening the robustness of the package, as well as in time, reintroducing support for more advanced features that are missing from the alpha, and new functionality.
The project is to design and implement a management portal for the Shawnee Lodge, an internal group inside the Greater St. Louis Area Council, Boy Scouts of America. This project will be in the form of a web portal that will allow members to register and keep their information up to date. The different units inside the Lodge will be able to have certain reporting abilities that will be outlined in the Requirements and Design document. Main users of this portal will be the members of the Lodge, the administrative staff of the Greater St. Louis Area Council, Boy Scouts of America and the Lodge and Chapter Leadership. This system should be a roles based accesssystem where access will be controlled by roles.
The objective of this project is to establish a database and interface for faculty members in the department of Theology to enter data. This data is critical for faculty reviews and the current process by which the data is collected is time consuming and not very efficient. The goal is to improve that and streamline the data collection process.
This project employs extensive financial market data to analyze portfolio allocation based on a variety of popular technical indicators.
We want to build an Android app that will help with school. We want to make a check-in system for classes and a homework tracker. The check-in system would use the user's location to verify that they are in class. The homework tracker would allow the student to add and track their homework, as well as possibly turn in their homework to the professor or receive homework from their professor via a bluetooth transmission. We also want to use alerts to notify the user of homework due datesand classes. We will prioritize making features for the students first and then iftime permits we will add a separate account type for professors. Therefore, all professor features discussed in the requirements will be optional.
The project will be creating a cell phone application that prevents the driver from cell phone use, but allows passengers to use their phones. To do this, we will lock phones based on geolocation speed and provide phone unlock functions with bluetooth/wifidirect and image recognition.
The goal of this project is to build an EEG device that uses electrodes on the scalp to measure brain activity. The EEG will be composed of a Raspberry Pi microprocessor that receives input stimuli from electrodes attached to the patient. One (or more) electrodes will be placed on the scalp, two at various grounding points, and a final 60Hz ground antenna to help eliminate background noise. The microprocessor will sample the voltage level at the electrodes at periodic intervals and then perform a 1-D FFT to convert the sampled time domain signal to the frequency domain, which will facilitate further data analysis. The scalp electrode(s) will be sampled at a rate of at least 100kHz and input to the microprocessor with an ADC (analog-to-digital converter) that's at least 12-bits wide. A true differential input is desired for obtaining the clearest signal. All the signal processing will be done in software. Given the high-speed sampling and the processing needs for 1-D FFT, the Raspberry Pi system has been selected for this project. It has the requisite sampling ability, is able to receive data at 150KB/s, and has sufficient memory and processing ability to store the data, perform the 1-D FFT over time slices of data, and still have processing time remainingfor further data analysis.'
While BackTrack requires a modified kernel for drivers of adapters to use promiscuous mode and so forth, TAILS is designed form the bottom up for encryption, privacy, and anonymity. The intention of AttackVector Linux is to provide the capability to anonymize attacks while warning the user when he or she takes actions that may compromise anonymity. The two projects have different design philosophies that can directly conflict with one another. In spite of this, the goal of AttackVector Linux is to integrate them complementarily into one OS.
Paralellize the double descriptor algorithm in the open source software package Regina. The software will be benchmarked running in serial and using OpenMP. As a proof of concept, the software shoudl be run on GPU's using OpenACC. The final version will run using Cuda to optimize its computational efficiency.
The goal of this project is to create a mobile website for Residential Life that would provide Res Life individuals the ability to check students into and out of dorm rooms (e.g., tracking existing damage) using a smart phone or tablet. Currently Res Life uses paper forms, requiring significant effort in hand-entry of details and management of the forms during the year. This online website would alleviate much of that burden.
The goal of this project is to create a two-player 2D battlefield strategy game, similar to the FireEmblem game series. The game will employ a turn-based combat style, allowing each unit to move/attack once in each player's turn. There will be a variety of different types of units, each with its own strengths and weaknesses. Positioning of units will be done in a 2D grid, with each grid space corresponding to one of a variety of different types of terrain. the type of unit, position of units, and types of terrain in which those units reside will all affect combat results, providing players ample opportunity to employ strategies towards defeating the opponent.
The intent of this project is to create a tool that can find the crease patterns to fold polygons to convex polyhedra and then show what it looks like folded into three dimensions. It will take a user specification of a polygon and a zipper point. Then using the input data, it will find the valid crease patterns and give access to them to the user. Finally, it will fold the polygon and show it in three dimensions.
Using the already established Accentuate web service, create an extension to LibreOffice/OpenOffice that is capable of utilizing Accentuate's features.
This project will be to design a scheduling application for hourly employees. Input will be employee's availability, and schedule template of shifts needed. Output will be a spreadsheet of times and positions employers need to work. User will be able to build schedule manually, automatically, or integrating manual and automatic techniques.
This project will be a website for biology researchers to collaborate on the naming and classification of specific bones in fish. Each bone will have a dedicated webpage with; a description of the bone, a video displaying a 360 degree view of the bone, an image highlighting the bone, and the opportunity for other researchers to add their own input. The goal for the website is to be completely user driven, with users discussing and ultimately deciding on the name for each bone.
A WordNet is a database of word senses with links between them (synonyms, broader/narrower terms, part/whole relations, etc.). The most famous of these is the Princeton WordNet (http://wordnet.princeton.edu) which is freely available. The site visualthesaurus.com allows one to navigate the Princeton WordNet in a web browser, but sadly it's a subscription service. It should be quite easy to do something even better using a modern open source .js library like d3 (https://github.com/mbostock/d3/wiki/Gallery) or arborjs (http://arborjs.org/).
This project is an application that allows the user to model aspects of a data set by defining additional formulas that are derived from a combination of ground data and other derived formulas for each record in the data set. For this project, historical baseball data will be used to demonstrate the capabilities of the software. The user could use that data to generate a formula and have the data set presented with inclusion of the calculated value as a new field. Derived formulas will be saved persistently by the application, on a per user basis, so that they can be reused during a later session. Finally, the interface should allow a user to filter displayed results based on restrictions that depend on a combination of ground data or derived computations. For example, a baseball player might be required to have a certain number of plate appearances to qualify for a given statistic. The user will also be able to group results by certain allowed criteria. The results of using this data set should lend credence to the assertion that at some point in the future, the software can be generalized for any subject that has base data.
Folding convex polygon to a single convex polyhedron using the perimeter halving method is the main purpose of this project. The basic steps are first setting the crease pattern and then fold the polygon by Mathematica 8. Finding the right crease pattern and using the right command to compute the angles are the most important task we have.
Use the Shapley-Shubik power index to evaluate indvidual voter power based on the geography of congressional districts. This will consist of two parts. The first is a preprocessor using the ANN library to group voters and their neighbors. The second will be to do a Monte Carlo simulation to approximate each voters power and will be parallelized using OpenMP and OpenACC.
The goal is a system for creating, administrating, and analyzing online surveys. Custom surveys can be formed using a variety of question templates (e.g., multiple choice, free answer, quantitative rating). When complete, the survey will be made available on the internet, either to invited respondents or to anyone given the appropriate URL. The back end will offer the survey owner the ability to generate a recreation of an individual respondant's completed survey, or composite data for all subjects.
The goal of this project is to create a software system capable of identifying and classifying the types of nails from an image. The software system will use color space conversion, thresholding, connected components, and feature extraction to identify the characteristics of each region of the image corresponding to a nail, and use the feature values to classify the type of nail corresponding to each region in the image. The system should be able to correctly determine the number of nails in the image, and categorize the type of nail into one of at least five different nail types. The features used for classification will include area, circularity, moments, and possibly length.
The project will assume that the background is white (or very light), so that the regions corresponding to nails can be easily detected through thresholding. The project will likewise assume that the nails are non-overlapping in the image, so that each detected region corresponds to an individual nail. The final assumption is that each image will also contain a penny, which will be used as a frame of reference for determining the scale/size of nails in the image.
The E-Prime 1.4 software package, used by several labs in Saint Louis University's Psychology department, contains a scripting environment (called E-Studio) to create modified Visual Basic scripts used to run computer-based experiments. E-Studio is difficult to customize, however, and many users in the Psychology department would prefer a more intuitive scripting environment. Though E-Prime 2.0 has recently been released, many labs in the department do not wish to purchase the upgrade. The hope is that this project will extend the useable life of the existing software package, and improve the speed at which users can create and modify experiments. This project would be able to supplant the need for E-Studio as a coding environment.
Analysis of an online algorithm can be modeled as a two-player game between the algorithm and an adversary. This semester, I will develop a general tool for solving two-player games using alpha-beta pruning. I will demonstrate the general framework on several classic games and then apply it to analyze a modelfor online machine scheduling.
Implement k-nearest neighbor algorithm for weighted points on a GPU use Nvidia's CUDA programming environment. Two different methods with be implemented: the first using brute force and the second is based on kD-trees. As reference algorithms, the two algorithms will also be implemented for a CPU using a single thread. Run-time analysis will be performed to determine which algorithm is best for different input sizes.
This project will be an e-Commerce system supporting a building supply company. It will consist of a web-based front-end allowing customers to place orders and the store owner to see relevant views of the pending orders, together with a backend database in which all information is stored.
Using a back propagation neural network with economically relevant training, I will attempt to make predictions on stock values of individual companies. The primary concern with the project is to develop and implement this neural net into a functional model. A functional model is one that, after a limited training, can predict stock values of the stock ticker at different time increments from the "current" day. Predicted values will be compared to historic stock prices to evaluate performance of the model. This model will be incorporated into an output interface which would produce visualizations of the internal network structure, weights, and other pertinent elements of the model, allowing development of the model. Performing multiple experiments (different time windows, different activation and error functions, etc) could potential lead to different optimized models. Time permitting, a front end interface can be implemented where one can select models and provide necessary inputs and specify the stock ticker to be predicted. The output could be the predicted price of the stock for the next day, week, etc.
Radar Signal processing is computationally difficult because of the number of samples that must be taken to perform a FFT on the data. The Nyquist-Shannon Theorem states that we must take 2B (B=highest frequency in signal) samples to perfectly interpret the wave. This ends up being very costly because high speed A/D converters and fast DSP hardware is needed. It turns out that radar signals tend to be sparse. Using compressed sensing, we need far fewer samples to reconstruct the wave.
This project is designed primarily for experimentation. I will create software that can run simulations, then conduct experiments using that software. The goal is to see how well traditional radar processing compares to compressed sensing, especially when using degraded (noisy) signals.
Compressed sensing is an exciting, new field in Computer Science. While some of the principles have been known since the mid-20th century, the field really developed in 2004. There has been some research on compressed sensing with radar. However, it is still a research project that depends on ideal conditions. There is an excellent description of Radar Compressed Sensing available at http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.90.8149&rep=rep1&type=pdf .
The authors describe three problems that are currently holding back the design of operational systems. In particular, "the signal recovery algorithms must be able to handle real-world radar acquisition scenarios with sufficient computational efficient and robust performance for noisy data." This is the primary focus of my project: testing the effectiveness of CS on noisy signals. This should provide some very useful research to the academic community.
This project will aid in the creation of automated reports for the logistics department. Projects are requested often, sometimes several per week, and we have only three programmers. Reports can be derived from several sources, including three databases and mainframe files. Sorting out the right files can take a good amount of time, as can reports to the requester's specifications. The idea behind this project is to create an application that will created the basic sql queries in PC SAS to gather the correct data for the requested reports, including multiple sources when needed. As well, the application will allow users to manipulate an excel sheet to their own specifications, while recording the macro an creating the base code in Visual Basic. The programmer will then have far less work to automate the report.
Construction of database that will contain information on business operations and human resources that will provide tools for analysis of the data therein. This project will also include a management role in that a high school volunteer will be collaborating on the project. For the sake of concreteness , this project will be tailored to a computer hardware manufacturer model but should hopefully be relatively easy to adapt to different markets. The ultimate goal of this database is to help business owners identify possible sources of inefficiency and ways to cut costs.
My project is to be a financial manager. The financial manager enables the user to keep track of multiple bank accounts. The user enters receipts into the program, which tracks where the money is going and forms spending habits. The receipt information consists of the name of the business, the date, the amount, the account, and what type of charge it is. The types of charges are food, gas, entertainment, bills, and miscellaneous. The spending habits can then be visually displayed for the user to view. The visual representation of the spending habits will be in pie and line charts.
The program will also track the balances of the user's credit cards. The user will add each credit card to the program and the program will compute how much the minimum payment should be. The program will also compute how many payments remain (assuming the minimum is payed each month). When receipts are entered into the program, credit card receipts are included, which allows the program to update the credit card balance as information is entered.
Bills will also be tracked with the program. The program will take the average of previous bills to compute a projected amount for the bill. The program will also keep track of automatic monthly charges, which the user can add and remove.
Loans will also be tracked with the program. Much like credit cards, the payment amount will be calculated along with the amount of payments remaining.
Paychecks will be entered in much like receipts. In addition to this, the projected monthly income will be calculated to show how much money should be coming in to pay the bills.
There are many electronic medical record systems currently in existence. Many doctors have stated it would be useful to have access to the electronic records of their patients available on their smart phones. My project is an iPhone application that is able to directly access and edit patient records from a sample database.
In the Irish language, certain grammatical contexts cause spelling changes on words called initial mutations. The rules governing these are complicated and are not well understood. The goal of this project is to write a program to learn automatically these rules from a plain text corpus of Irish.
This project is aimed at the research of U3 Smart enabled USB drives, the architecture on which their file systems are built, the methods implemented to carry out their stated goal, and the implied security concerns surrounding these devices in regards to the undetected propagation of viruses on the U3 sector of the USB drive.
Design and develop a software application that has the ability to translate an English string into other languages. Since the general version of this problem is notoriously difficult, we will restrict attention to strings of the type that are usually found in translations of software, e.g. "File not found", "Could not open X", "Firefox Preferences", etc.
I will write three individual programs.
1) Program one will accept a huge number of English strings of the above type. It will strip the strings of any untranslatable items, such as punctuation and newline characters. Furthermore, program one will preserve the common (translatable) substrings within each string while converting any uncommon (untranslatable) substrings into a symbol (i.e. "***"). Finally, program one will return the original string converted into a "translation template." Any unknown, uncommon words that were found by program one will have been converted into the symbol.
Example 1: Input: "File not found" Output: "*** not found"
Example 2: Input: "Could not open file" Output: "Could not open ***"
2) Program two will take as input (1) the generated list of translation templates, and (2) a large database of existing translations from English into the target language, and will generate a statistical model for how each template is translated.
3) Program three will apply the statistical model to new English strings to translate them into the target language. Finally, the three programs will be combined into one package.
The purpose of this project is to create a Java based simulator which will illustrate the execution process of the Cell Broad Band Engine. The Cell Broad Band Engine was developed by IBM, Sony, and Toshiba as a multimedia and vector processing architecture. The most famous implementation of the Cell Broadband Engine processor is Sony's Playstation 3 video game console. In order to reduce the complexity of the overall project this simulator will not automatically translate standard C code into assembly code. Instead the program will only take in valid assembly code. This program will be originally written to run on a Linux x86 based computer (with the primary development and testing of this simulator being done on a Redhat Enterprise Linux version 5.3 machine). The student's custom made simulator shall be able to illustrate at least two independent threads passing through the SPE core of the cell processor. Additionally the software shall display a graphical, color distinguishable illustration of each individual SPE and which assembler code is currently being executed, which code is waiting to execute, and which code is in a stall.
A parallel corpus is a database of document pairs where one document is a translation of the other and the documents are "aligned" at some level, usually sentences. Parallel corpora are used to train all modern statistical machine translation systems. One approach to creating parallel corpora is via web-crawling and a system which will identify document pairs which are translations of each other from the crawled documents.
The goal of this project is to create such a program. It will take two text files as input and calculate the probability that the two files are translations of each other. The translation program should be language-independent. The program will function by using pairs of known translations to form "word pairs" that will then be used in texts that are not known to be translations of each other to calculate the probability of the texts being translations of each other.
futuristic hovercraft racing game that will be single player and have at least one AI opponent. The race track will be flat and have a variety of turns and the game will use physics in order to make it realistic and challenging. A level of power will be set and will be decreased by a specific amount with each collision with another racer, the track walls, or other obstacles. The game play will be similar to the games F-Zero and Wipeout but will include all original models, textures, animations, and concept design with graphics and user interface controlled by the Irrlicht engine.
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2021 Capstone Projects
To wrap up their undergraduate experience at CU Boulder, computer science students participate in a year-long senior capstone project that gives them a chance to put their skills into practice on real-world projects, as well as to make important professional connections. Software design projects are sponsored by companies, academic units and individuals who volunteer their time to work closely with students throughout the year.
This year, 27 teams completed their software design projects despite the challenges of distance and pandemic. Thank you to all of the students and project sponsors who worked through these uncertain times -- congratulations on a job well done!
We asked each team to put together a video to introduce their team, demo the final product and share about their journey.
Evaluating Internet of Things (IoT) Protocols
- Sponsor: BI Inc.
- Team Members : Chris Kardaras, Jacob Hans, Nicholas Wentzel
BISON (BI Incorporated Stream Optimization Network)
- Team Members : Jared Keefer, Leyen Qian, Tyler Tokumoto, Erik Rhodes, Tianchen Wang
Mobile App - Boulder Apple Tree Project
- Sponsor: Boulder Apple Tree Project (Ecology and Evolutionary Biology Department at CU Boulder)
- Team Members: Alexander Haynie, Tanner Ball, Shanli Ding, Yang Li, Qihang Mao, Zach Morrissey
Mobile Apps to Reduce Cross-Race Recognition Deficit - CU Psychology
- Sponsor: CU Psychology
- Team Members : Santillan Alvaro, Guangshi Xu, Liyang Ru, Madison Rivas, Siyu Yao
Digital Marketplace - Festo
- Sponsor: Festo
- Team Members : Sid Bostwick, Ana Vukojevic, Devin Noth
Identity Graph Insight Tool - FullContact
- Sponsor: FullContact
- Team Members : Jonathan Bluhm, Joshua Hamel, Liam McCarthy, Valyria McFarland, Neil Borde, Robert Sarno
Automated Ingestion Data System - Gloo
- Sponsor: Gloo
- Team Members : Cole Sturza, Andrew Gilfillan, Keyuan Huang, Carlos Salazar, Jack Spicer, Rohan Suri, Justin Vuong
Website Redesign - Innovar Group
- Sponsor: Innovar Group
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Ideas for a Capstone project?
Hi guys, I’m doing my capstone project next semester. I was wondering what you guys have done in the past or any ideas that would be cool to do. I do most of my coding in Python and would like some ideas for cool things I could do in that language if possible.
Also, what is really expected for a capstone project? What are your experiences?
One thing you could do is look into something your school does that could be improved by software.
I forget the specifics but one capstone project that was done at my college had to do with streamlining the application process, which was being done archaically at the time.
The school didn't use it (the group didn't really finish the project) but it was cool to see an idea that had come from a real need the college had.
What are your interests? What advanced classes have you taken? A capstone is what you make of it, try to work on something valuable to you.
Honestly I fell in love with frontend developing, but I don’t think they’ll be too happy with just a simple website? Like I feel like it has to be bigger than that, that’s why I’m really lacking some ideas because I haven’t really been to interested in anything else.
Also, what is really expected for a capstone project?
Completely depends on your educational institution. Ask them.
Find somebody in the history, anthropology, polysci, or biology departments and work with them to write a monte-carlo simulation to explore an interesting question.
By focusing on monte-carlo simulation you can avoid making a fool of yourself with incorrect usage of statistics and still produce useful results.
The people telling you to improve tooling are wrong. Academics have all the tooling they need. It's a saturated market.
Going off of this, you might not need to do AI in order to work with the department. My current project is turning a math model developed by the environmental science department to mitigate flood damage. We now use it to make predictions to be used by a town and reduce damage to people’s properties. There’s a surprising amount of backend development that had to take place to get forecasts and do the math before returning to a nice simple front end that the professor and mayor can use.
These are also great questions to ask your capstone coordinator (I assume you should have one), I'm currently in the last month of mine, which is an internship with deliverables due.
I think a capstone should mean something to you. Only you could make it and you went the extra effort to make it the best work you’ve done at uni. So a good capstone draws from a lot of different fields, not just compsci—make compsci a tool for a larger issue or topic etc.
a good capstone should drive you crazy and test your limits, good luck :)
Personally, I was assigned a project by a company in the industry (we had a professor source these projects). While it is cool to work with a well-established professional, usually the projects aren't very interesting or lack reasonable scope. Personally, my team was handed a working software product and told to turn it into a product (make it downloadable, write documentation, bug fixes, etc.). While the software product is super cool, I had basically no part in building it and instead act as somewhat of a product designer while not leveraging much of what I learned in my education. So long story short, I think it's awesome that you can choose what project you have. I have so many good ideas that I would have loved to have dedicated a class to this semester.
You should see if there are any researchers at your university who have software they hate using... then make it better!
We partnered with a researcher to make a server/frontend that could run simulations using their super janky, command-line simulation software.
It really streamlined their workflow and allowed them to do much more with their time than screw around with parameters buried in text files and messy file organization.
It was a big success and they’re still using/improving it. Take a look! http://self-assembly.net/wiki/index.php?title=WebDNA
Would your institution allow open source projects as a capstone?
Blender 2.8x is currently going through a lot of development. Python is the scripting API for Blender. There might be some add-ons which need to be migrated from 2.79 to 2.8.
Whatever you do, seek out advice on how to set a realistic scope for the project. Understanding what you can do and how much time it will take is a skill that takes time to refine.
In my ugrad capstone we had to build a simple working operating system on a basic cpu that we built in digital circuits. It was a 1 year project and digital circuits was also an entire semester in and of itself.
That’s actually really cool, and to have a year to work on the project must’ve been nice too because you can really get into it. Mine is only a semester long, so it has to be something simple enough to do in that time frame but also complicated enough for a capstone. But damn...that’s a really cool idea.
A capstone project is really just a theoretical project for a company. But it can help you get a job after college if you put some work into it.
You mentioned you are learning Python and you enjoy front end development.
So why not build a web scraper that displays some type of data. There are tons of open API's, or websites with data to scrape. Python for data scraping and html/css/js for front end dev.
If you are looking for more of the networking path, build a network traffic analyzer from scratch.
If you haven't had some type of internship or part time job, think about a project that may relate to your future career choice. Good luck!
My internship was all frontend html/css/jquery stuff. I have done some light data scraping though, so maybe that’s a good route for me to go. The project is only a semester long, so that kinda freaks me out that I don’t have all that much time to work on it.
Use python, a raspberry pi to make a bird house with a camera in it that uses motion detection and can take picture in night and day. Have it connect to WiFi and run on a solar panel. Weather proof it. Make a web server using python so you can download pictures through a web interface
This is actually brilliant. I’m putting this down on my list. I love working with motion detectors and raspberry pi.
I became proficient with SQL Server 2008 at an internship before college. Like, just for an example of a crazy hack which was driven by a real-world business case, there was this table that had on the order of 3 rows in it, but the rows were changed ~quarterly by a non-technical user. The rows corresponded to columns in some fancy report, and so we used a PIVOT clause (I think it was PIVOT) to generate that report. Problem is PIVOTs have to be hardcoded. So I ended up writing a stored procedure that ran on insert/update/delete, to generate and eval the sql to write the stored procedure for that report.
So basically, I entered college obsessed with the idea of sinking business logic into the database engine. On the one hand, one wants their business logic all in one place, with a strong focus on logical coherence. But on the other hand, thought me, why not put it as close to the data as possible ?
It's not clear this was a good idea. But it was my obsession.
So for my capstone project, I wrote a database engine from scratch, predicated around this. I wrote it in C#, and my crowning achievement was that the query language was C# lambda expressions. I straight up serialized the lambda expression, shipped it to the db server, and ran it in place, on the remote server. The results were then streamed back.
It was terrible, but mostly because I spent more time on the "query language" than I did on the part where it was a database engine. I wrote a custom serialization format for the network io, which was focused on small size. But I ran out of time, so I literally dumped it to disk, for the storage layer. It was variable width with no indexing, so it had to do a linear scan over the entire db to find the record you asked for.
But that wasn't the point. The point was
I was obsessed with a very specific part of it.
I implemented that part.
I hacked the rest of it, sufficiently, to support that part.
This, in my opinion, is what makes a good capstone project.
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23 Exciting Software Development Project Ideas & Topics for Beginners [2023]
Software Engineering Manager @ upGrad. Passionate about building large scale web apps with delightful experiences. In pursuit of transforming engineers into leaders.
Table of Contents
In this article, you will learn the 20 Exciting Software Development Project Ideas & Topics . Take a glimpse below.
- Android task monitoring
- Sentiment analysis for product rating
- Fingerprint-based ATM system
- Advanced employee management system
- Image encryption using the AES algorithm
- Fingerprint voting system
- Weather forecasting system
- Android local train ticketing system
- Railway tracking and arrival time prediction system
- Android Patient Tracker
- Opinion mining for social networking platforms
- Automated payroll system with GPS tracking and image capture
- Data leakage detection system
- Credit card fraud detection
- AI shopping system
- Camera motion sensor system
- Bug tracker
- e-Learning platform
- Smart health prediction system
- Software piracy protection system
- Face detector
- Voice Recognition
Read the full article to know more about the project Ideas & Topics in detail.
Software development projects are an integral part of a Software Engineer/Developer’s career graph. Once you attain the requisite knowledge and skills in software development, if you don’t put that knowledge and expertise to the test, they’ll be of little or no use. This is why Software Developers readily take on software development projects immediately after completing their formal education.
In the present industry, if you wish to land a promising job in the field of Software Development, you must have a few software development projects under your belt. As a matter of fact, during interviews for Software Development job roles, almost all potential employers will ask you whether or not you have any unique programming project ideas and if you have worked on any real-world development projects. These projects can also be used as final-year project ideas for IT students.
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By working on live software development projects, you can spice up your resume and also position yourself as an ideal candidate for Software Development roles.
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In this post, we’ll talk about 20 interesting Software Development project ideas that are excellent for honing your programming and development skills.
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Software Development Project Ideas
This list of software engineering projects for students is suited for beginners, and those just starting out with software engineering in general. These software engineering projects will get you going with all the practicalities you need to succeed in your career as a software engineering professional. The focal point of these software engineering projects is software engineering algorithms for beginners, i.e., algorithms that don’t require you to have a deep understanding of software engineering, and hence are perfect for students and beginners.
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Further, if you’re looking for software engineering project ideas for the final year, this list should get you going. So, without further ado, let’s jump straight into some software engineering projects that will strengthen your base and allow you to climb up the ladder.
1. Android task monitoring
This project is exclusively designed to simplify the tracking and monitoring of day-to-day activities of busy modern life. We are so busy in our daily lives right now that it becomes impossible to keep track of our daily events, meetings, and appointments. To address this issue, this project focuses on developing a Weekly Task Alerting System for Android devices that can alert users of the tasks/appointments that are scheduled for each day of the week.
The project is primarily a reminder app powered by an AI chatbot that reminds users of all the tasks that are due daily. Users can use this application to set goals and achieve them, thereby increasing productivity and simplifying their lives.
Importance of android task monitoring system-
- Alert the users of the due tasks.
- Less time-consuming, and the users can easily navigate through.
- Brings higher productivity to the user’s life.
- They are user-friendly and therefore have higher adaptability.
- Integration of extra features
- Better technology performance
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2. Sentiment analysis for product rating
This project aims to develop a sentiment analysis system for product rating. It is an e-commerce web application. The main goal of this sentiment analysis system is to understand the hidden sentiments of customers in feedback and comments and analyze their product rating patterns.
When registered customers use this app to view products, product features, and comment on different products, the sentiment analysis system will analyze the comments of various users and ranks products accordingly. The system leverages a database of sentiment-based keywords (including positivity or negativity weight).
So, when a user comments on a particular product, the sentiment analysis system analyzes the keywords in the comment to find the match with the keywords stored in the database. After analyzing the matches against the positive and negative keywords and sentiments, the system ranks a product as good, bad, and very bad. Thus, users can use this application to find out reviews on a product.
Importance of Sentiment analysis for product rating
- Organisations can use this as a marketing tool.
- Customer loyalty
- Customer satisfaction
- Brand Recognition
- The product can acquire the acceptance of the customers.
- It helps the brands to identify the products that have higher acceptance and materialise the resources for the same.
- Lift the business’s local ranking on the search engine.
- Boost click-through rates
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3. Fingerprint-based ATM system
This project is a desktop application that uses the fingerprint of users for authentication. Since each individual has a unique fingerprint, this method of using fingerprint as a means of authentication to access your ATM is safer and more secure than using an ATM card. Users need not carry their ATM cards with them at all times – they can use their fingerprint to access ATM services.
To use the fingerprint-based ATM system, users must log in to their account using their fingerprint. After logging in, once they provide their unique pin, they can conduct all kinds of banking transactions, from withdrawing cash to money transfer, and even viewing their account balance. Furthermore, users can also check the last five transactions from their accounts.
Importance of having a Fingerprint-based ATM system
- Safer and secure transactions
- Fingerprints are unique to individuals. L losing the ATM card does not pose a big issue.
- No requirement to carry an ATM card all the time.
- Non-transferable feature.
- Helps in making transactions easier at any place.
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4. Advanced employee management system
Usually, large companies and organizations have a vast army of human resources working under them. In such scenarios where there’s a significant number of human employees to manage, it becomes challenging to supervise and manage the activities of the human resources efficiently. Such companies/organizations need an advanced employee management system that can handle everything related to the company’s human resources.
This project aims to build an employee management system that consolidates all the relevant information on a company’s human resources. It has two major components – Admin and Employee. The Admin is in charge of the company information, leave management and payroll, and can also add and tweak employee details. Likewise, employees can use the system to check their leave status, view salary details, yearly holiday list, and also for voicing grievances or resigning. This can be one of the final year project ideas for IT students.
Importance of having an Advanced employee management system
- It helps in creating an open environment.
- Aligns the workforce to achieve the company goals.
- Brings transparency in the system.
- Helps in achieving work-life balance.
- Encourages productivity in the team.
- Helps in better tracking of employee performance.
- Remote access
- Time-saving
- Secure as the personal information cannot be accessed by anyone.
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5. Image encryption using AES algorithm
When it comes to communication and imaging systems, you need to incorporate the highest level of security in place. Without a reliable and secure system, there’s a massive threat to sensitive data. Cybercriminals and hackers are always on the lookout for hacking into confidential data, which puts it at risk of being violated.
This project seeks to create a sophisticated image encryption system by using the AES (Advanced Encryption Standard) algorithm to prevent intrusion attacks of imaging systems and misuse of digital images. Since the system encrypts the images using the AES algorithm, they can only be viewed by the receiver and the sender. This encryption system is more secure than DES or triple DES systems.
Importance of having Image encryption using the AES algorithm
- They are secure.
- The images are encrypted; only the user having access can view them.
- Encryption and decryption are more secure.
- Prevent unauthorized access.
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6. Fingerprint voting system
In this project, you will develop a fingerprint-based voting application that can recognize users based on their fingerprint patterns. Since fingerprint authentication is unique for each person, the system can quickly identify the voters using their fingerprints. Naturally, a voter can vote for a candidate only once.
The Admin adds all the names and photos of the candidates nominated for the election. The Admin then authenticates users by verifying their identity proof, and after verification, the voter is registered in the system. Furthermore, the Admin even enters the data when the election will end, after which the system will automatically delete the names and photos of the candidates and voters.
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The users can log in to the system via the unique user ID and password given by the Admin and then use their fingerprints to vote for their preferred candidate. Once the election is over, and the votes are counted, Both the Admin and users can view the election result using the election ID.
Importance of having a Fingerprint voting system
- Transparent
- Fingerprints are unique to individuals, thus ruling out multiple punch-ins.
- Promises fair election process.
- Scalable; adding new voters is easier using a biometric approach.
- Secure, the voters need not worry about identity theft.
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7. Weather forecasting system
Weather forecasting systems use a combination of science and technology to make accurate predictions on weather conditions of a particular location at a particular time. Weather forecast systems and applications predict weather conditions based on multiple parameters, such as pressure, temperature, humidity, wind speed, etc.
This weather forecasting project is a web application. It has a graphical user interface where users can log in via their user ID and password. This weather forecast application is different from the conventional weather forecast systems where you only enter the location.
However, in this application, the users will manually enter the current parameters of a location, and the system will predict the weather conditions of the place by using historical data stored in the database. The Admin continually updates the database by entering the data of past weather conditions. Since the system mainly relies on historical data, the predictions will be much more accurate and reliable.
Importance of having a Weather forecasting system
- Accurate data
- Prevents mishaps by predicting the weather accurately.
- Supports the economy as it helps users plan their business activities.
- Healthy safety
- User-friendly
- Compatible with various operating systems such as Android, iOs, etc.
- Cost-effective
- Supports infrastructure safety
- It helps in planning out disaster management.
8. Android local train ticketing system
In this project, you will develop a ticketing application for local trains. Users can use the app to book tickets for local trains and receive online booking receipts. They can print these online booking receipts as a hard copy proof for traveling via local trains.
The application consists of two accounts – Admin account and User account. Using the Admin account, the Admin can recharge the user account balance and view all the processed tickets of a user. When users log in to the application, they have to fill a ticket booking form to book tickets for the local trains traveling to their preferred destination.
In the booking form, users can t choose both the source and destination. The system will also provide the option for a single-route journey or return journey along with the travel class (first class or second class).
Importance of Android local train ticketing system
- Time efficient
- Transparency
- Easy to use
- Inclusivity as people from diverse geographical locations can access.
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9. Railway tracking and arrival time prediction system
This project is a railway tracking system that allows users to obtain relevant information about train timing, whether it is on time or running late, what is the arrival time in a particular station, and so on. The system can track the time of departure of a train from a station and forward this information to the upcoming stations.
If the system identifies a delay in the departure of a train from a particular station, it will pass the information on to the next stations. This project delivers real-time train schedule events to multiple subscribing client applications.
This tracking system consists of an Admin module. The Admin enters all the relevant details about trains and their arrival timing on different stations, which is then forwarded to the next station via an Internet server. Usually, the Admins add information such as train departed from a station, expected arrival at the next destination, delay in the train schedule, etc.
Once the upcoming station receives this data, it will automatically select the data associated with that station and display the same on the screen for the users to see. So, if the Admin at Mumbai station enters information specific to Delhi station, only the Delhi station system will display that information. The station masters at every station have unique login IDs using which they can update the train arrival time at their station.
Importance of having Railway tracking and arrival time prediction system
- Real-time display of updates.
- Help in better time management of the passengers.
10. Android Patient Tracker
This project involves the development of an Android application for viewing and managing patient data. The app is designed to help doctors to see the medical history of their patients. Doctors can also continually upgrade the system by entering the latest medical data of their patients.
This app can be installed on any Android device. Doctors can log in the app from their Android smartphones and enter relevant information about their patients, including patient name, disease history, medication administered, date of arrival, and consultation and treatment costs, among other things. Once the information is saved on the system, it will be stored for the perusal of doctors for their future cases. So, if a patient comes for a follow-up routine, doctors can immediately check up on their medical history and provide the necessary medical treatments. This is one of the popular projects for final year project ideas for IT students.
Importance of having Android Patient Tracker
- Database management
- Easily accessible
- Secured login
- High resolution
- Quick Search
- Easy to use UI
- Less paper work involved
- Cost- effective
- Storage of historical data
Also read: Python Project Ideas for Beginners
11. Opinion mining for social networking platforms
This web application uses opinion mining methodology for improved decision making and enhancing customer experience. The application collects and analyzes the comments and feedback on different users on social networking platforms (Facebook, Instagram, Twitter, etc.) and categorizes them as positive and negative reviews.
Similar to the sentiment analysis system, this application, too, has a database containing sentiment-based keywords with positivity or negativity weight. So, it analyzes the keywords mined from the user comments against the keywords stored in the database. Accordingly, the comments are ranked as good, bad, and worst reviews (based on their positive or negative weight).
The Admin updates the database with new and relevant keywords. Users can log in to the application to view their status. They can also view the topics and comments posted by other users. By clicking on a particular topic or comment, users can provide their take on the matter. Also read about Top 4 types of sentiment analysis & where to use.
12. Automated payroll system with GPS tracking and image capture
This automated payroll system doubles up as a web and Android application – while the user will use the Android interface, the Admin (usually the HR) will use the web interface.
The application works something like this – each employee is given an employee ID and password for accessing the app from their Android device. When an employee logs into the system from an Android device and immediately, the user image is captured. Then, the system sends the user image and their GPS location to the Admin.
As long as the user stays logged into the system via an Android device, the GPS location will continue to be automatically updated and forwarded to the Admin every five minutes. When the user logs out, their image and GPS location are again sent to the Admin.
This application allows Admins to keep track of employee attendance and payroll. The Admin creates employee profiles for each employee by entering all the relevant personal information (name, job position, qualification, etc.). They can also check the salary details and breakdown of the salary of each employee by entering the employee ID and date.
Since the application is GPS-enabled, no employee can add proxy attendance. This enables the HRs to keep an accurate record of working days of individual employees and tweak their payroll accordingly.
Importance of having an Automated payroll system with GPS tracking and image capture
- Accurate maintenance of records
- Removes negative externalities
- Brings transparency
- Less human intervention and more data centric approach
- Quick payroll calculations
- Proper tax management
- Can track working hours
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13. data leakage detection system.
The primary task of data leakage detection systems is to detect data leakage and discover the sources for the same. If ever an organization’s sensitive data gets leaked, it may then finds its way to unauthorized devices. This is why it is crucial to trace the source of data leakage so that you can nip the problem in the bud. An advanced data leakage detection system can prevent data from leaking out of its original source.
This project exclusively focuses on designing an improved data leakage detection system. The proposition here is to identify data leakages by storing data as per agents. It can promptly trace any possible sources of unauthorized leakage by leveraging a data allocation strategy across various agents.
As a part of the strategy, a user can transfer data to other users via “receivers” – these are agents to whom the data is allocated by using ID-based undetectable alterations. The data leakage detection system uses these alterations to identify the source of leaked data immediately when it is found in any unauthorized places or systems.
Importance of having Data leakage detection system
- Prevents unauthorised access
- Helps the organisation to take adequate preventive measures
- Helps in undertaking preventive measures
- Helps in maintaining brand image
14. Credit card fraud detection
Credit card fraud is a significant threat in the BFSI sector. This credit card fraud detection system studies and analyzes user behavior patterns and uses location scanning techniques to identify any unusual patterns. One of The user patterns includes important user behavior like spending habits, usage patterns, etc. The system uses geographic location for identity verification. In case it detects any unusual pattern, the user will be required to undergo the verification process again.
The fraud detection system stores the past transaction data of each user. Based on this data, it calculates the standard user behavior patterns for individual users, and any deviation from those normal patterns becomes a trigger for the system. In the instance of any unusual activity, the system will not only raise alerts, but it will also block the user after three invalid attempts.
Importance of having Credit card fraud detection
- Prevents fraudsters on making multiple transactions
- Creates alerts
- Authentication of customers
- Brings more database, helps more users to adopt the technology.
- Increases user confidence
15. AI shopping system
As the name suggests, the AI multi-agent shopping system is a shopping assistant, more like a recommendation engine. First, the system is fed with the details of a wide range of products. When a user registers in the system and searches for a specific product, the system returns the result of the most relevant items that match the search keywords entered by the user.
Since the system is designed to study the search patterns of the user and based on the previous search and purchase history, it will also provide a curated suggestion of a list of items that are a close match to the searched item.
The AI shopping system allows users to register and log in using an ID and password. After logging in, users can search for products online, perform a custom search across various product categories, add items to cart, and choose the preferred payment option.
Importance of having AI shopping system
- Customsied search option
- Data centric approach
- Increases customer satisfaction
- Enhanced UI
- User friendly
- Customised product recommendations
- Easy navigation
Read more: Artificial Intelligence Applications
16. Camera motion sensor system
This camera motion sensor system can detect motion (even the slightest ones) and trigger an alarm. It uses a motion detector algorithm for detecting movements. The camera continually monitors the surrounding environment, records images of any movements in real-time, and sets triggers for unusual activities in the vicinity.
To activate the system, the user must set a security code. Once it gets activated, it immediately starts monitoring the surroundings. If the alarm sets off on detecting any movement, the user must deactivate the alarm by re-entering the security code.
17. Bug tracker
This is a bug tracking application that helps identify and track bugs in projects or systems. The project has three modules – Admin, Staff, and User.
The Admin can log in to the app and enter the details of the project and staff members, view the complaints of users, assign tasks to the members, track the bug resolution status, and send messages to users. The staff can log in to the app to view bug complaints assigned to them and start working on them. If a member is unable to resolve a bug issue, they can forward the problem to another member. As for the users, they can view the progress status of their bug complaints.
Users can also use the ticket number generated during the submission of their compliant and view the solution plan details for the same. In this way, the bug tracking application keeps the process of monitoring and resolving software bugs transparent and seamless.
Importance of having a Bug tracker
- Allows tracking bugs at one centralised system.
- Tracking of what the bug is, who is fixing it, and who reported it.
- The users can also understand whether their concerns have been taken care of by the team.
- Allows organisations to take preventative measures.
- Better focus on development
- Increases the productivity
18. e-Learning platform
In this project, you will build a sharable e-learning platform using cloud computing infrastructure for online learning. This e-learning platform powered by cloud computing would allow the independent Learning Management Systems (LMS) embedded in various e-Learning standards to share their learning objects, modules, and content. Basically, cloud computing will encourage the sharing of a wide range of learning objects, allowing learners to access them online easily.
The project has a three-layer architecture to facilitate sharing learning modules, reusing them, and interoperability among different learning content efficiently. The middle layer of the infrastructure contains an indexing module and a metadata transformation module to encourage the exchange of metadata among acknowledged e-Learning standards. This allows learners to use available learning objects without requiring to get affiliated with any other LMS.
Importance of having an e-Learning platform
- Attracts users or potential learners.
- Integrates innovation
- Increases userbase
- Data-centric
- Promotes learning
- Allows the ed-tech to reach vast geographical locations
- Integration of study materials
- Better user experience
- Promotes a positive brand image
19. Smart health prediction system
An intelligent health prediction system can transform the way people take charge of their health while also connecting them to the nearest healthcare providers immediately. Many times patients are unable to access healthcare services due to some reason or the other. The smart health prediction system seeks to solve this problem by enabling patients to get instance healthcare advice and guidance online from licensed medical practitioners.
The smart health prediction application is an online consultation system for users. The system is fed with huge volumes of healthcare data (symptoms and the diseases or health issues associated with those symptoms). So, when a user enters their medical problems and symptoms, the application uses data mining to delves into the database and find the most accurate match of disease/illness related to those symptoms.
Furthermore, the app also provides the contact information of various medical specialists and practitioners with whom the patients can easily connect via the platform.
Importance of having a smart health prediction system
- Allows users to access their data
- Helps in taking effective preventive measures
- Allows the users to receive instant guidance
- Associate various symptoms with illness
- Accurate results
- Helps in better forecasting
Learn about: Software Developer Salary in India
20. Software piracy protection system
The goal of developing this project is to prevent software piracy and improve protection and security measures for software. Piracy is one of the biggest threats in the industry. Hackers use malware and malicious code to gain access to software products/systems, thus, putting at stake the entire security infrastructure of a company. As a result, it is pivotal to incorporate the necessary measures and protection systems to uphold the integrity of data as well as the copyright rights of software products.
The software piracy protection system helps keep piracy threats at bay. Users must first register for using a software product and then purchase the software via online payment. Once the payment is complete, users can download the software and the serial key for the same. The software reads the ID of your machine (PC/laptop) and generates a unique user ID by using an algorithm. The user can now log in via the user ID by providing the serial key.
The key is encrypted and is different for each machine, which makes it highly secure. After the serial key is entered, the software, too, will generate a key via encryption and match it with the serial key of the user for authentication. If the keys match, the user can access the software product, and if it doesn’t match, the software remains locked.
Importance of having a Software piracy protection system
- Helps safeguard the system
- Prevention data systems from getting pirated
- Promotes copyright ownership
- Allows the users to take preventive measures
21. Face Detector
The goal is to develop a face detection system. The machine can analyze the face structure by matching it with the already existing data in the system.
The device uses algorithms to detect if the face matches the data that pre-exists in the system. In case of any error, the machine reports it to the user.
Importance of having a face detector-
- It helps secure the devices
- Helps in surveillance efforts
- Better tracking down of criminals
- Promotes automated identification
22. Voice Recognition
The machine recognises the voice. The machine analyses the tone and pattern of the voice while the users are speaking, and based on that; it recognises the voice.
The device performs a Neural Machine Translation to perform machine translation. Speech recognition and classification are also involved in the process.
Importance of voice recognition-
- Increases productivity
- Real-time text-to-speech recognition
- Brings inclusivity, as it helps the impaired persons to utilise the technology like anyone else.
- Captures speech much faster than the text.
23. Chatbots
Chatbots are integrated into almost every business today. They are engineered to mimic the human way of talking. The AI develops a human-like conversation with its users.
The business use chatbots as a feature to increase their sales, customer service and more. They are also responsible for increased customer satisfaction.
Importance of chatbots-
- Increased customer satisfaction
- Improve lead generation
- Scalability of the business
- Increases automation of the business
- Time effective
- Increases customer engagement
Why is Project-based Learning Effective?
While you now have various engineering project design ideas to work on, do you know why employers emphasize project-based learning to IT candidates?
Besides your skillset, your CV sets you apart from other candidates applying for a similar position. IT projects and project design ideas reflect your abilities and strengths. Real-time engineering project ideas for college students emphasize your practical skills and enable employers to learn your capabilities.
Here are a few reasons why working on mini project topics, and topics for mini project software development IT projects is a sure-shot way of attaining success in the future:
- Building Problem-Solving Skills: No matter how fluent you are at programming, practical application will always bring forth new challenges related to stable applications or glitches. Only programmers with ample hands-on experience can face these challenges and create viable solutions. Working on different software development projects mini project topics or topics for mini project beginners will help you be industry-ready and gain a competitive edge.
- Research Skills: Working on real-time projects requires candidates to perform extensive research on the topic. Hence, it’s crucial to strengthen your research and research-based skills by seeking the most relevant information needed for the project at hand. Evolved research skills can help you deliver accurate results, making you a desirable candidate for recruiters.
- Project Management Skills: Besides skillset and work experience, employers judge candidates by their professional efficiency. How well and productively a candidate can work decides whether they deserve to be hired. You can acquire project management skills through active participation in project-based learning. A great approach is to work on diverse project ideas for college students under limited time to enhance your speed and efficiency.
- Enhanced Technical Skills: As you continue working on new project design ideas, you will face many challenges, including unknown coding sequences or complex frameworks. With continuous practice and perseverance, you can broaden your skillset. This will further increase your chances of landing promising job roles in top tech companies. As mentioned earlier, project-based learning helps candidates develop advanced skills, expanding their knowledge horizon.
The secret to becoming a successful Software Developer is to work on side projects. The more you experiment, the better will be your real-world programming skills.
We hope these software development project ideas have inspired you to start working on software projects to hone your skills!
If you’re interested to learn more about full stack software development, check out upGrad & IIIT-B’s Executive PG Programme in Software Development – Specialization in Full Stack Development which is designed for working professionals and offers 500+ hours of rigorous training, 9+ projects and assignments, IIIT-B Alumni status, practical hands-on capstone projects & job assistance with top firms.
What should you keep in mind while working on your final year project?
This might appear obvious, but it is extremely important to choose the right topic. After all, you will be sinking a lot of hours into this project, and researching that topic exhaustively to be able to answer all the interviewers’ questions. Choose a project guide who has a certain degree of experience in the field. It’s a bonus if they have already published research papers before. Create a timeline before you begin working, and follow it to the letter. Implement and test your concept, and make sure it is watertight. Finally, do not compromise on the presentation and explanation. Explain things in a coherent, concise, and intuitive manner.
How can you make your project stand out from the rest?
Creating something truly unique that actually contributes to the development of a field, is always a good idea, and seldom goes unrecognized. You can also make your project stand out by going above and beyond with the presentation, by incorporating creative multimedia such as explanatory videos, graphics, or interactive mini-games to illustrate a concept. Supplement your research with expert interviews, hardware implementations, or computer models. Finally, do not shy away from expanding your scope of study slightly to other fields, if they are relevant to your project topic.
How important is the final year project to the hiring process?
The final year project gives students a chance to actually apply the theoretical knowledge they have gained through the course of their degree, to solve real-world problems. This practical experience is essential for them to join the workforce. The conception and execution of a project give recruiters an idea about your work ethic. They also develop an idea about your commitment to a task, creativity, and attention to detail, based on your answers when they ask you about the deeper technical aspects of your project. In a nutshell, your final year project is considered a comprehensive summary of your undergraduate study.
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Coding Bootcamp Final Project Ideas
Coding bootcamps offer short-term, intensive programs that focus heavily on skills building. Some are geared toward experienced programmers while others are beginner-friendly. Regardless of your level, they generally culminate in a capstone project. The purpose of a bootcamp project is to have students utilize everything they learned during the program.
Many graduates found that coding bootcamps are worth their time because they acquire a wide range of technical skills at a more affordable price than the traditional education path. Some noted that coding bootcamp projects are especially helpful in demonstrating their coding skills. This, in turn, boosts their resumes and increases their chances of landing exciting tech jobs.
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This article highlights several coding bootcamp final project ideas that are suitable for those looking to explore a career in web development, software engineering, UX/UI design, data science, and cyber security. We also include some tips that can help you get noticed in the competitive technology job market.
What Is a Bootcamp Project?
A bootcamp project is an instrumental part of a bootcamp experience. It is an activity that requires students to be hands-on in coming up with solutions. Depending on your coding bootcamp, specialization, and experience, you may be required to complete more than one bootcamp project throughout the duration of your study.
Bootcamp projects stand at the heart of project-based learning. This approach requires you to acquire the knowledge and skills that correspond to your career choice through the act of doing.
This is the exact opposite of theory-based pedagogy that is normally found in traditional classrooms, where priority is given to high-level theoretical concepts.
What Is a Coding Bootcamp Final Project?
Coding bootcamp final projects typically take place at the end of a program. In other words, they act as a completion marker. They test students’ proficiency and programming skills through a series of relevant tasks. Coding bootcamp projects are especially popular in the programming and data science communities.
The best coding bootcamp projects encourage students to test their knowledge and skills by completing objectives of varying difficulty levels. Aside from the technical aspects, bootcamp projects also introduce students to a working environment that mimics real-world scenarios. This helps students develop mastery of crucial soft skills .
The complexity of final projects depends on several factors including your skill level and the subject matter. For example, if you are a data science student, you might be asked to use data analytics strategies to solve a common business problem . Read on further to see our full list of coding bootcamp final project ideas for students from all backgrounds.
Benefits of Coding Bootcamp Final Projects
As mentioned, there are a lot of interesting coding bootcamp capstone project ideas that you can explore as a student. Before making a decision, you should learn about the advantages of partaking in coding bootcamp capstone projects. The number one benefit of final projects is that they fully prepare you to take on tech jobs.
Beyond getting familiar with niche skills needed in your career path, working on projects also allows you to improve your problem-solving abilities. For example, you might know how to build a machine learning model but building one in the context of a complete data science pipeline might be out of your wheelhouse. It’s the ability to adapt and use your skills creatively that’s more valuable to modern employers.
Additionally, projects are almost always done with other people. This teaches you how to work in groups, how to use version control systems like Github, and how to communicate effectively. You can expect to come out of your bootcamp experience with well-rounded skills, fit for any tech companies you are interested in.
Web Development Project Ideas for Bootcamp Students
Web developers are in charge of building websites that help seal a company’s presence online and expand its reach. With this in mind, bootcamp students can use this opportunity to take on a project that showcases their ability to create a highly functional, responsive, and dynamic website. If you’re looking for a web development project idea, look no further than our web dev bootcamp project examples below.
Types of Web Development Portfolio Projects
There are a few projects that aspiring web developers can explore, depending on their area of concentration. Front end web development , for example, is user-facing. As such, some front end web developer portfolio projects may involve building responsive web pages or making sure application interfaces are intuitive enough for non-technical people to use. You will likely use tools like JavaScript, Ruby on Rails, and HTML.
In contrast, backend web development concentrates on the technologies that power the Internet ‘under-the-hood’. Some backend projects for a portfolio may involve server-side scripting and database management. You can expect to achieve these by using technologies like MongoDB, Java, .NET, and Node.js.
As full stack development requires proficiency in both areas, your full stack web developer portfolio projects should reflect your abilities to build dynamic web pages, tackle server-side coding, and monitor database management. Regardless of your choice, any of the projects mentioned above make great additions to your web dev bootcamp portfolio .
Web Development Final Project Ideas
Web development is a thriving field, with a projected 23 percent increase in growth within the next decade. The Bureau of Labor Statistics also predicts an average of 21,800 relevant openings in the field every year between 2021 to 2031. If you want to break into this job market, here are some ideas for your web developer bootcamp final projects:
- Build an application like Quora . This app should have user authorization and authentication and walk through the complete Create, Read, Update, Destroy (CRUD) cycle.
- Build a chat app. Demonstrate your handle on the intricacies of web socket development by building a chat application. If you’re feeling extra bold, combine this with a little natural-language processing in the form of chatbots that answer questions from users.
- Make a clone of a top social media site . While your developer bootcamp student project may not be as big or as streamlined as big social media sites, even modest success allows you to show that you can handle working with databases, server-side scripting, front end frameworks, security protocols, and the rest of the full stack.
- Make an SEO-optimized website . Build one from the ground up with a popular framework like Ruby on Rails. There is no shortage of jobs for people who can do this kind of work.
- Get into game development . Game programming is different from web development, but you can make some really sophisticated games with HTML5 while still working through many of the basic requirements of a web development project.
Software Engineering Project Ideas for Bootcamp Students
Software engineers are responsible for programming an app for a brand or a company. Depending on the platform that you’re building for, you require knowledge of popular programming languages such as Java, Swift, or C++. You can explore a lot of interesting software projects at a bootcamp. Below, we discuss software engineering project ideas in detail.
Types of Software Engineering Portfolio Projects
Software engineering, sometimes known as software development, is a broad field that can open up the pathway to various exciting tech jobs. As a discipline, it encompasses other tech areas including mobile app development, UX/UI design, and web development. Most software engineers work in teams so you must let your communication skills shine in your portfolio project.
Some software engineer portfolio projects may involve building a mobile application from the ground up. You will likely use Java for Android and Swift for iOS apps. On the other hand, if you are building software for computers, you may be required to be proficient in C++ or HTML5. Ultimately, knowledge of popular programming languages for software development is key for success.
Software Engineering Final Project Ideas
Software engineering is a discipline that undergirds a lot of the modern world. As such, it comes as no surprise that careers in the software engineering field are expected to grow by 25 percent within the next decade. Find your way into it with one of these software engineering capstone project ideas:
- Make a web scraper . There’s so much content on the Internet you couldn’t hope to see even a large fraction of it if you did nothing but surf web pages every day. With web scrapers, you can create tools for grabbing the content you want. These data extraction tools are spectacularly useful.
- Create a barebones operating system . Operating systems are the brains of computers, responsible for managing resources, queuing instructions, interacting with hardware components, and myriad other tasks. Making one is a seriously impressive software engineering feat and is guaranteed to impress potential employers.
- Build a deal-notification system . The Internet allows access to unbeatable deals on goods, services, and entertainment. Make an application that takes the items you want and tracks their prices on major exchanges, sending you text notifications when they’re now within your means.
- Program a decent chess engine . This is arguably more of an algorithm-design project, but software engineers have been tinkering with chess engines for a long time, and if you can build a good one, you’re not likely to find many things out of your reach when you get a job.
- Dive into robotics . Combine your love for tech and horticulture by creating a plant-watering robot. For extra credit, see if you can make the watering apparatus operable via mobile devices.
UX/UI Project Ideas for Bootcamp Students
UX/UI designers are in charge of making sure an app or a website is accessible, interactive, functional, and more importantly, enjoyable to use. If a customer enjoys browsing through a website, they will remain online longer which can lead to higher conversion rates. Take a closer look at UX/UI project ideas that can help you prepare for the tech jobs of your dreams.
Types of UX/UI Portfolio Projects
UX/UI design is an interesting field that combines the technical aspect of digital interaction with human psychology. To enhance your UI design portfolio, you can showcase your skills through careful selections of typography, icons, buttons, themes, color palettes, and more. Keep in mind that a good UI design feels intuitive and responsive.
If you are looking to build a UX portfolio for bootcamp students, it would be best to focus on the expectations of a site user. You should be able to showcase your ability to identify a company’s target market, think like them, and anticipate their reactions. You know your UX design bootcamp portfolio is good when you can provide a positive overall feel that extends beyond aesthetics.
UX/UI Final Project Ideas
A good UX/UI design can boost company revenues, simply by providing a pleasant experience to site users. That is why companies seek skilled UX/UI designers. Jobs in the field are expected to grow by 23 percent within the next decade. Show what you’ve got with these UX capstone project ideas:
- Create a stock theme for WordPress . WordPress is unarguably the most popular content management system available today, and there’s a pretty big market for developers able to work on the platform. Building an attractive, intuitive theme for WordPress is a great way to start.
- Create a UX/UI profile for a make-believe company . Imagine a fictional startup and create a splash page, landing page, and pricing options page for it.
- Work out an original scheme for classic icons . Take the all-too-familiar icons on your computer and give them a new makeover. Customize your own visual representation of basic computer functions.
- Perform a UX/UI overhaul. The world is filled with high-quality content wrapped in layers of interfaces and presentations. Find a couple of websites, newsletters, or applications that fit into this category and give them a UX design overhaul.
- Design your own font. The process of font design can be intricate, as it occasionally gives rise to fascinating projects like Sans Forgetica . See if you can build a font that’s ideally suited to a certain kind of reading or thinking.
Data Science Project Ideas for Bootcamp Students
Data scientists are in charge of all things data-related. As more businesses form their action plans using valuable data, data scientists emerge as modern-day heroes who help put meaning into countless pieces of information. If you want to know how to boost your chances of getting into the field, look at some data science bootcamp project examples in the sections below.
Types of Data Science Portfolio Projects
Data science is a broad field. It is often divided into four major specializations: data visualization, data analytics, data engineering, and data strategy. As a part of your data science portfolio projects, consider exploring any of the data disciplines to see which area you’d like to explore professionally.
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Regardless of your choice, most data science roles require at least some knowledge of Python. So it might be best to demonstrate how well you can use Python in the context of data science in your portfolio project. Other popular data science tools that are recommended include Apache Spark, MATLAB, Scikit-learn, Excel, and Tableau.
Data Science Final Project Ideas
The demand for data scientists is at an all-time high, with a 36 percent projected growth between 2021 to 2031 . They also receive high compensation, most of which hit the $100k mark. If data science is your number one career choice, strive to stand out in the data crowd. Here are some data science capstone project ideas:
- Create a neural network. Consider using TensorFlow or PyTorch to create a neural network. Since computer vision and natural language processing are two of the biggest domains in machine learning today, it’s hard to go wrong with this data science capstone final project.
- Implement a model architecture . A related idea is to pick one of the fancy new architectures that are making headlines and implement it. You could build a Generative Adversarial Network, a Long Short-Term Memory network, or any of a million others.
- Make a customized Twitterbot . You can have a Twitterbot that automatically classifies tweets based on sentiment. Don’t forget to balance your classes, and for extra credit, make it an application that can do real-time classification.
- Create a recommendation engine . Delve into feature engineering and build both collaborative and content-based filtering systems to get a feel for each approach.
- Build a profitable trading bot. Plenty of financial exchanges have APIs that allow you to plug a bot in directly, and it can be tested by trading with ‘fake’ money for a while. This is a serious undertaking and requires a lot of knowledge of financial metrics, backtesting, and algorithm design.
Cyber Security Project Ideas for Bootcamp Students
Cyber security experts are the frontliners that protect digital infrastructure from the threat of cyber attacks. Some of the best cyber security project ideas allow you to use popular tools to combat phishing attacks, password thefts, and data breaches. Let’s take a look at some cyber security bootcamp final projects that you can explore to fortify your skills and impress potential employers.
Types of Cyber Security Portfolio Projects
As we continue to see the rise of artificial intelligence and machine learning, we are bound to face cyber threats that can be detrimental to a business or an organization. As such, there is a wide array of cyber security portfolio projects that you can work on as an aspiring cyber security expert. These can help you get one foot in the door as they demonstrate in-demand skills.
Some of the most popular ideas include penetration testing projects and cryptography projects. If you are looking to become a penetration tester , it is recommended that you showcase your ethical hacking skills. Meanwhile, if you are learning cryptography , your focus should be on information security, programming languages, and cryptographic algorithms.
Cyber Security Final Project Ideas
To keep crucial information and digital infrastructure safe, companies require skilled cyber security specialists. The demand is expected to grow, too, in the next decade. It is projected that cyber security jobs will grow by 35 percent in the same period. To help you get there, keep your skills sharp using some of these cyber security capstone project ideas:
- Use a packet sniffer to analyze network traffic. With the permission of an administrator, use packet sniffers to monitor all network traffic. Afterward, generate a report and analyze it to detect potential threats.
- Create your own antivirus. One of the harder feats to accomplish but highly possible, with a good understanding of cyber security concepts and excellent coding skills. Note that the project may take longer to complete in comparison with others on the list.
- Build a password strength checker. This is one of the easier cyber security portfolio examples. Using Python, build software that evaluates the strength of a password. You can also make it so that you get an alert for weak passwords.
- Find bugs in websites. Scour the internet for potential bugs in code. This is normally done by completing bug bounties or joining a hackathon.
- Build a debugger. You can take the challenge up a notch by creating your own debugger, a software that detects bugs in code.
What Coding Projects Can I Do to Prepare for Bootcamp?
Depending on your bootcamp and area of specialization, the coding projects you can do may require different skill sets. For example, if you are a web development student, you would be expected to use tools like JavaScript, HTML, and CSS. Regardless of your field of expertise, these coding bootcamp final project ideas are meant to encourage you to explore exciting tasks that can help you grow as a tech professional.
Coding Bootcamp Final Project Ideas FAQ
One of the things that make a good coding bootcamp capstone project is the hands-on experience that you would gain. Because capstone projects encapsulate both your technical and soft skills, it is crucial to pick a project that highlights your strengths and capabilities. It is also advisable to take on a project that correlates with your desired tech role.
There is no fixed number of projects a bootcamp grad needs to get a first job. It depends on several factors like the size, relevance, and focus of the project. Once you’re done with one, you can keep doing relevant projects to showcase your skills and versatility. Simultaneously, you need to actively look for a job to increase your chances of employment. Some coding bootcamps offer post-graduation career services to help with this.
The number of projects you will build in a coding bootcamp varies. Some coding bootcamps require students to complete one project at the end of each milestone as they progress, while others only make capstone projects mandatory.
This is how you put a bootcamp project on your resume. First, list your coding bootcamp at the top of your Education list. Next, summarize your best projects in the following subsection. Alternatively, you can list the projects you are most proud of under a special section called Notable Projects. Remember to revise your resume to match each new job application as employers may have different expectations.
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