capstone project ideas in computer science

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

BISON (BI Incorporated Stream Optimization Network)

Team Members : Jared Keefer, Leyen Qian, Tyler Tokumoto, Erik Rhodes, Tianchen Wang

Mobile App - Boulder Apple Tree Project

Mobile Apps to Reduce Cross-Race Recognition Deficit - CU Psychology

Digital Marketplace - Festo

Identity Graph Insight Tool - FullContact

Automated Ingestion Data System - Gloo

Website Redesign - Innovar Group

Crime Maps - Caliber Public Safety

Donor Relations - CEAS advancement team

Locomotive training software support - Union Pacific PST

Mobile App - INSIGHTS Intervention

Transcript Corpus + Moody's Manuals - Leeds School of Business

Everglades Wargame - Lockheed Martin

Data Science Models - Lockheed Martin Space

Mobile App - MindBeWell

Ozone Garden Website - NCAR

Platform - NMBL Strategies

Golang API Logger - Resurface

First responders reporting tool - Caliber Public Safety

Machine Learning Evaluative Framework - Terumo Blood and Cell

Cloud Crawler - Trimble

Sounding Climate Data - UCAR

K-12 EdTech - UR Turn

Parallel SPICE Implementation - NASA JPL

Factory Automation Solutions - Festo

Team Members : JC Abrahamson, Taylor Ellis, Tim Euken, Jack Holland, Emily Millican, Bryn Sorli

Infrastructure and Radio Transcription - Digiclips

Apply Visit Give

Departments

Affiliates & Partners

Thank you for your interest in our company.

Unfortunately, we are not hiring writers now due to low season.

We will be glad to review your application in the future.

The Best 150 Capstone Project Topic Ideas

10 May 2022

Quick Navigation

❔What is a Capstone Project?

Capstone Project Ideas:

✅Capstone Writing: 10 Steps

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

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

Improve Your Essay Writing with AI writing tools!

Join our free course, oops, we're not ready yet.

Hey there! Thanks for stopping by, but it looks like we're not quite ready to launch our AI essay writing course just yet. We're currently in the process of recording the course and it will be available soon.

We're excited to share our knowledge with you on how to use AI for essay writing, so if you want to be the first to know when our course is ready, drop your email below and we'll keep you in the loop!

Something went wrong, please, try again.

Thanks for your interest

What is a Capstone Project?

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

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

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

Need help with writing capstone project?

Get your paper written by a professional writer

Amazing Capstone Project Ideas for Nursing Course

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

Attractive Computer Science Capstone Project Ideas

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

Build your thesis statement

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

Several High School Education Capstone Project Ideas for Inspiration

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

Capstone Project Topics in Information Technology – Search for Your Best

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

Psychology Capstone Project Ideas

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

Stuck with finding the right title?

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

Capstone Project Ideas for Management Course

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

Capstone Project Ideas for Your Marketing Course

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

Best Capstone Engineering Project Ideas

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

More than just a spell check

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

Capstone Project Ideas for MBA

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

Capstone Project Ideas for an Accounting Course

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

Capstone Writing: 10 Essential Steps

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

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

Was this article helpful?

Thanks for your feedback.

I am Dr. Paulus, an experienced academic writer. I am efficient, hardworking, and very flexible. As a student, I majored in History and Management but will be more than happy to work on any other subject. I write everything from scratch and do a unique research for every project.

Readers also enjoyed

What is a capstone project.

Capstone Project Writing Guides 100 likes

How To Write A Capstone Project Outline: Steps and Example

Capstone Project Writing Guides 15 likes

WHY WAIT? PLACE AN ORDER RIGHT NOW!

Simply fill out the form, click the button, and have no worries!

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, how to write a computer science capstone project, software capstone project ideas computer science, computer science senior capstone project ideas, best capstone project computer science ideas, computer science capstone project ideas for mobile apps and website development, capstone project ideas in computer science – mark-up languages, computer science capstone project examples, cs capstone project ideas, computer science senior project ideas – systems theory, computer project ideas for beginners, bonus computer science capstone project ideas.

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

Students will have to conduct the following in this paper:

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

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

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.

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.

105 Original Capstone Project Ideas for STEM Students

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

Business Capstone Project Ideas

Nursing capstone project ideas, ideas for high school, computer science capstone project ideas, cybersecurity capstone project ideas, it project ideas, capstone project ideas for nursing, senior capstone project ideas, high school senior project ideas, capstone project ideas for information technology, more information technology ideas, data science capstone project ideas, creative project ideas, interesting science topics, mba capstone project ideas.

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

List of Completed Capstone Projects with Source code

Our team has put up a list of Capstone Project ideas in this article. The capstone projects indicated below are finished, and the source code is available as well. The information in this article could aid future researchers in coming up with distinctive capstone project ideas.

Choosing a topic is the most important and first stage in your capstone project journey as a student or researcher. If you choose a topic without giving it much thought, you may fail. To begin, make sure you’re passionate about the topic and convinced that the research portion will never tire you. Second, make sure it aligns with your curriculum and allows you to show your teacher what you’ve learned in class while still being applicable in the real world. The finished capstone project title ideas with the source code listed below may be useful to future researchers.

Vehicle Franchise Application Management System

A vehicle has become a large part of our daily commuting needs. People use a vehicle to get to work, visit places, and for moving around to run errands. The capstone project, entitled “Vehicle Franchise Application Management System”, is a system designed to automate the process of applying for vehicle franchises. This project will eliminate the manual method which costs a valuable amount of time and effort and is also prone to human errors.

Vehicle Franchising and Drivers Offense System - Admin Dashboard

Medical Equipment Monitoring System

The extended use of technology and smart devices in medical fields has brought a huge effect on the world’s health care. Hospital now uses medical tools not only for the services they render to their patients but also for the betterment of the hospital’s medical equipment. Medical equipment is essential especially since they are used for treating different medical conditions. The capstone project, titled “Medical Equipment Monitoring System” is designed to automate the process of monitoring medical equipment in the hospital. This is to ensure that they are in a good condition and will not suddenly malfunction and wear out. The system will also help track and monitor numbers of medical equipment in the hospital to tell whether it has enough that can support the needs of the patients.

First Aid Mobile Application

The capstone project, “First Aid Mobile Application” allows users to provide first aid during an emergency. The mobile application will provide the step-by-step process of doing the first aid for the specific injury or illness. By definition, first aid is immediate medical attention or treatment for anyone who has suffered a sudden illness or injury. Knowing first aid is essential to respond to emergency cases and be able to relieve pain, maintain life, promote recovery and prevent the patient’s condition from worsening until professional medical help arrives. The application is available for download and use in emergencies. The user just has to input the injury or illnesses that occur unexpectedly, and the application will provide them with the step-by-step process of administering first aid.

Mobile Learning Application (Math, Science, etc)

eLearning is an excellent opportunity to broaden the scope of the learning experience, as it allows learners to carry on learning while they’re on the move. However, their needs and expectations are not the same as when they are in a classic e-learning setting. One of the key challenges of mobile learning is how to articulate mobile learning and e-learning seamlessly so that the learning experience remains coherent and fluid.

The purpose of the said application is to promote the learning about different subjects such as math, science, and other subjects. This application offers a variety of subjects that the user can learn from when they use the application.

Ticket Support Management System

The project entitled Ticket Support Management System is an online platform designed to manage issues, concerns, questions, and conversations between customers and the support team. It is used to control and monitor queries from customers and to provide a proper and effective way of communication to provide feedback and solutions to customers.

The said project was designed in Bootstrap and then converted into a PHP file. The ticket includes a code, description, and the assigned support member which is the role of the moderator. The process of conversation will be recorded in the system for archiving purposes and once the issue has been solved the moderator will send a message to the client that the query has already been solved and it will be marked as closed. Closed tickets will not be entertained and the customer will need to create or request another ticket if new issues will arise.

Web and Mobile Based Brgy Management System

The core function of this study is to offer a detailed reliable and secure keeping of all data. Web-Based Barangay Management System with Mobile App Support Application hopes to enhance the way of managing, issuing a certificate, and keeping all the resident’s confidential records.

This system facilitates Barangay management by enabling the client barangay to maintain their resident records as complete and up-to-date as possible and as easily accessible for verification, monitoring, and reference purposes based on the available residents’ census data kept by the client Barangay. Data provided by this system in the form of comprehensive reports are invaluable for planning, program implementation, and related purposes .

City Wide Barangay Management System Certificate of Residency Page

Veterinary Scheduling and Sales Management

The capstone project entitled “Veterinary Scheduling and Sales Management System” is an online platform that caters to the needs, requirements, and business processes of a veterinary clinic. This article is about the use case diagram of the said capstone project. As presented in the image below, the Veterinary Scheduling System has 6 core modules and 3 actors can access the modules according to their roles.

The client can access the client profile, product management, services offered, payment, and schedule appointments. Secretary can access the entire core modules of the project while the veterinarian can only access the scheduled appointment and reports module.

Person with Disability Information System

The capstone project entitled “Person with Disability Information System” is an online platform to manage and archive records about the person with a disability or PWD per barangay in a city. A standard profiling form will be used and it will be encoded into the system for a digital record of the PWD. With the implementation of this project, the researchers are hopeful that the system would be a great help not only for monitoring purposes but for information dissemination as well.

Person with Disability Information System Free Template in PHP and Bootstrap - Dashboard

Medical Dictionary Application

Medical Dictionary Application is a capstone project designed to serve as a source of information in terms of medical terminologies. The application will contain medical terms, abbreviations, and their meaning. The application can be used by both iOS and Android users. The application will help the end-users put in their own hands the information they wish to know. This medical dictionary will be of great help for those who seek to gain knowledge. The application will also help medical students in their studies, they will have an accessible source of information if they have difficulty understanding some terms in their lessons.

Elearning System with SMS Notification

The new learning paradigm in the educational system encourages students to be in control of how they learn, and the teachers to let go of their control over the learning process in the classrooms and begin to function as designers and facilitators of learning. Teachers assist their students to develop independent learning skills, understand the strengths and weaknesses of open learning, and be able to develop and deliver educational materials more creatively, effectively, and efficiently.

The purpose of this study is to provide an IT-based solution in the field of education. The researchers will create and develop an eLearning platform that will allow their faculty members to upload their lecture material and assess their students using the test and exam module of the project. In addition, the application is very helpful on the student side since they can now view and download their modules and take their examinations at their home.

HerbalCare Mobile Application

The project entitled “Herbalcare Mobile Application”, is a mobile application designed and developed in JQuery Mobile and Phonegap Build. The said project is a compilation of herbal medicines found in the localities of the Philippines which can be useful in some minor ailments such as cough, skin allergies, and others.

The project includes information about the herbal plants, their uses, benefits, and preparation.

Entrance Examination with SMS Notification

The entrance examination is a web/lan-based application that will run even if there is no internet connection. PHP, MySQL, and Bootstrap were used to design and develop the said project. The project will be set up in a secured server or computer unit in which an authorized person can only access the physical and software components of the server. The examination module can be accessed on the computers in the laboratories.

The project can also be accessed on mobile devices and SMS notifications and reports are automatically generated.

Web Based Entrance Examination with Mobile App Support and SMS Notification (Question Bank)

Reviewer Mobile Based Application

The mobile-based reviewer app is another method for learners to study and review their lessons using their mobile devices. The said project is available on both Android and iOS devices, it was written in Framework 7 and Apache Cordova, it is a hybrid type of mobile development where the HTML, CSS, and JS files can be converted into a mobile application.

The application contains lecture materials in a form of text, pdf, and video format. Assessment for every lesson in a form of multiple choices is also one of the functions of the mobile app. Scores and progress results are stored in the local storage of the device but the scores are also submitted to the instructor for monitoring purposes. The application can be used offline which means that the users can still open their lessons and take quizzes even if their device has no internet connection.

Vehicle Impoundment Records Management

Vehicles are held in impounding yards if used as a sanctionable offense. Impounding officers faced difficulties in managing different records and information of impounded cars. The development of computerized systems and applications eases up operations of different sectors. The use of the systematic approach will ease up the management processes and operations of the vehicle impoundment management.

The capstone project, entitled “Vehicle Impoundment Records Management System” is designed to record, process and monitor impounded vehicles. The system will electronically manage all impounded vehicle-related information. From impounding up to releasing the vehicles. The system will eliminate manual processes done to complete transactions between the impounding officers, yards, and vehicle owners.

Network-Based Laundry Management System

The capstone project entitled “Network-Based Laundry Management System” is a web-based system that allows shop owners to automate the process of records management. It is also intended to properly record the payment of customers to generate accurate reports of income. It is a database-driven application that manages the records and transactions of the laundry shop. The said system helps smoothen and improvise the dry cleaners and laundry business management service workflow like laundry record-keeping, laundry billing, and report generation.

Laundry Booking System Free Download Bootstrap Template - Dashboard

Doctor Appointment System

The project entitled Doctor Appointment System is an online platform that allows the customers/patients to register their information online. After the approval of the account, they can now log in and request an appointment with their doctors. The admin will serve as the middle man or secretary between the doctor and patient. The admin can manage the records of the system.

The said system was designed and developed in PHP, MySQL, and Bootstrap. Our team is willing to help you modify the project based on your specific requirements.

Parish Record Management with SMS

The Parish Office is offering the usual services that many of the parishioners have availed of or can avail of. Such services are mass scheduled for the city chapels and center chapels, baptism services, wedding services, and blessings for houses and other acquired properties. With the computer-based record-keeping, every transaction on the said services will be beneficial considering that automation of services is the key feature of the system.

With Parish Record Management with SMS, inputs of data will be made faster, scheduling of masses will be easier, baptism and wedding and special blessings services can be reserved and scheduled quickly by the personnel of the said office. Furthermore, reports can be generated correctly and efficiently, such as baptismal certificates, pre-Cana seminar certificates, and marriage contracts.

Web-Based Event Scoring Application

The capstone project entitled “Web Bases Event Scoring Application” will allow automated tabulation of scores during events or competitions. The system will allow the judges to electronically input their scores and the system will automatically tabulate the scores and provide the results of the contest. The proposed system will streamline the process of tabulating scores. Judges will use the system and enter their scores for every contestant in the competition. The system will electronically tabulate the scores and generate a result of the competition. The said project will make the tabulation process easy, fast, accurate, and convenient.

Online Tabulation System Free Download - Scoring Module

Mobile Application on Student Handbook

This project study is all about converting a handbook into an android application which is the researchers’ solution in preserving the handbook in a way that it will not be torn easily and protect it from water during the rainy season. An android based handbook that is accessible anytime and will be installed on android devices.

At the end of the study, we were able to create an android application for our school’s college department which outlines student rights, privileges, and responsibilities and provides information about how to get help with appeal requests, processes and procedures, and resources available from school system personnel.

Financial Management System with SMS

The capstone project, entitled “Financial Management with SMS” will allow organizations to electronically manage financial activities. The said project will serve as a platform where organizations manage and store information, especially financial reports. The financial management system will also have an SMS feature to notify members of the organizations of updates. The proposed system will streamline the process of managing and storing organizations’ information related to their finances, especially during events. The system will serve as a repository of information such as members’ information, events, financial records, and other related information. By using the system, records will be electronically safe and secured. The system will ease up the job of the finance department and the system will help them in lessening the errors encountered in carrying out the task. The system is easy, reliable, and convenient to use.

Financial Management with SMS Free Download Template - Dashboard

Salary Notification System with SMS

The researchers of this project aim to design and develop a system wherein employers and employees will have a private platform wherein they can provide updates about the employee’s salaries. The system will let employers manage and notify the employees about the summary of their salary and the details about the deductions in their salary. The system will also notify the employee about the amount deducted from their salary to avoid complaints and confusion as to why the salary is not intact. By having this platform, the employers and employees can discuss details about the salary in a confidential, convenient and fast way.

Faculty and Student Clearance Processing System

The capstone project entitled “Faculty and Student Clearance Application” is a web and mobile-based project that aimed to replace the manual method of processing the clearances of students and faculty. Clearance processing is very important to determine if the students and faculty members had complied with the requirements set by the school. The project was developed in PHP, MySQL, and Bootstrap, the following stated tools are usually used to design and develop a responsive application that can be accessed using a browser (desktop, laptop, mobile devices).

Student and Faculty Clearance System Free Bootstrap Source code - Clearance Requirements

Employee Personal Data Sheet Information System

The project entitled Employee Personal Data Sheet Information System is a web-based project using PHP, MySQL, Bootstrap, Visual Basic, and MySQL version is also available.

The system includes the profiling of personnel, keeping track of their academic achievements, seminars attended, and many more.

The said project is for the HR or human resource department which will help them in the record and archiving of their employee’s profile.

4 Pics One Word Mobile App Game

The project entitled 4 Pics 1 Word Game in JQuery Mobile is a web and mobile-based game application similar to the famous game of 4 pics 1 word. This can be installed on a stand-alone computer that can be accessed by the modern browser. It needs to be uploaded on the web directory of your server (xampp, uwamp, or wamp) since the application is powered by javascript. The application uses a hybrid development which is a type of mobile application development that uses front-end web technologies such as HTML, CSS, and Javascript, the project will be converted into a mobile application using Phonegap Build or Apache Cordova.

Web-Based Voting Application

The voting system especially with the contribution of a mobile application to our system has attracted lately the attention of many schools as manual voting to automatic voting with the hope the student’s to increase their participation and reduce the cost. While participation initiatives have been deployed across the schools with mixed results from the students. As the internet is highly known by everyone and used, a voting system with mobile application came as an alternative and easier way to vote automatically and thus was rapidly accepted.

Recent efforts to implement automated voting in schools faced many challenges, such as a lack of information communication technologies. The lack of trust in automated affects very seriously any effort to migrate from the manual voting procedures to an electric voting system since voting is a fundamental process in any school.

Technology is known as the catalyst for change that took place in different industries and institutions. Information Technology has changed the world dramatically. As of today, it is hard to imagine any sector or institution that has not benefited from the advancements in technology. The most common role that IT played in these sectors is the automation of different operations and transactions to increase efficiency and improve the overall experience and satisfaction of the people. The aforementioned capstone project ideas will be a great help in various industries.

You may visit our Facebook page for more information, inquiries, and comments. Please subscribe also to our YouTube Channel to receive free capstone projects resources and computer programming tutorials.

Hire our team to do the project.

Email and SMS Marketing Solution in Laravel

Duplicate Document Detection using Machine Learning

Top 225 Innovative Capstone Project Ideas for Students

Table of Contents

Are you searching for creative capstone project ideas? Don’t worry! Like you, many students are struggling to come up with a unique capstone project topic. So, to help you all, here in this blog post we have identified and listed the best 200+ capstone project ideas on all the major subjects. Continue reading this blog post and earn the necessary academic benefits.

What is a Capstone Project?

Schools and colleges use a parameter known as a capstone project to evaluate students’ overall comprehension at the course’s conclusion. Typically, it enables the students to demonstrate their abilities in communication, presentation, and problem-solving, and the project is extremely beneficial to them.

The primary objective of the capstone project assignment is to inspire students to plan independently, conduct in-depth analysis, collaborate with others, and meet deadlines. In most cases, instructors will assign each student or a group of students to finish their capstone project ideas assignment.

If you are required to complete a capstone project on any subject, you must look for the best project ideas related to that subject. The task of choosing a topic for the project is hard. It takes a lot of planning to find a good and creative idea for a capstone project.

How to Select a Good Topic for Capstone Project?

The initial step of the capstone project is identifying a good topic. There is a high likelihood that you will receive low grades if you choose a subpar topic for your project. Therefore, when choosing a topic, ensure that you keep the following guidelines in mind because it would help you to improve your grades.

Before you start working on your capstone project, make sure you contact your professor or teacher to get their final approval. This will ensure that you don’t miss any opportunities to get feedback on the topic.

Innovative Capstone Project Ideas

Here, we have listed the capstone project ideas on all the major subjects such as accounting, business, engineering, information technology, computer science nursing, psychology, marketing, management, and many more.

Check the list and spot the capstone project idea that is appealing to you.

Capstone Project Ideas on High School Education

Few High School Capstone Project Ideas

Accounting Capstone Project Ideas

Business Capstone Project Ideas

Computer Science Capstone Project Ideas

Engineering Capstone Project Ideas

Capstone Project Ideas in Information Technology

MBA Capstone Project Ideas

Marketing and Management Capstone Project Ideas

Nursing Capstone Project Ideas

Psychology Capstone Project Ideas

Capstone Project Ideas in Political Science

Political Science Capstone Project Ideas

Trending Capstone Project Ideas for Politics

Final Words

To submit the best project and get an A+ grade, an original capstone project topic alone will not help you. You need to perform in-depth research on the topic and present your project work effectively and efficiently.

If you want more creative capstone project ideas or any academic help to complete your capstone project, then reach out to us. We have a team of highly experienced academic writers to assist you in completing the capstone project on any subject topic as per your requirements on time at an affordable price.

Why are you waiting? Quickly place your order and get instant assignment help from our experts to earn the highest possible grade for a top-quality capstone project.

An Absolute Guide on How to Write an Autobiography

Learn How To Write A Literature Review From Scratch

Learn How To Write A Research Statement

About author.

Jacob Smith

I am an Academic Writer and have affection to share my knowledge through posts’. I do not feel tiredness while research and analyzing the things. Sometime, I write down hundred of research topics as per the students requirements. I want to share solution oriented content to the students.

235 Captivating World History Topics To Consider For Writing Academic Papers

170 excellent ap research topics that will boost your scores, 150 impressive funny speech topics and ideas to consider, top 120 geology research topics and ideas to consider, 170 top trending group discussion topics and ideas, 180 fascinating entrepreneur research topics to focus on, list of amazing essay hook examples, learn how to avoid hasty generalization in your writing, 210 great religious research paper topics that will boost your academic scores, how to focus on reading 15 effective tips for better concentration, get help instantly.

Raise Your Grades with Assignment Help Pro

Capstone Project Ideas That Will Get You That Sweet "A" Grade

Table of contents

What is a capstone project ? We have the whole blog dedicated to this question. Now, let's speak about worthy capstone project ideas as it is quite difficult to find them. You should use your research advisor’s help. Expert advice will help on the topic that will demonstrate what subject can be great for students’ proper training. You can overcome challenges and achieve required results by studying the topic thoroughly and understanding its essence. Use special academic articles, if you need help drawing a final line under the learning process. By choosing the main topic, you can reveal your skills and talents to the academic community, so no way should you neglect the preparation. You can get a good grade and demonstrate your best qualities by writing a single paper.

How to Come Up With Capstone Project Ideas

It takes time to look for the right capstone research project ideas. More so, than preparing the final paper. The fact is that it will be impossible to create an interesting project without having certain creative skills. Lacking ideas or insufficient work on covering your point will result in failure. Preparation for writing your capstone project includes this stages:

You can study only if you focus on the relevant topic. The lacking interest is quite noticeable in the paper, which is unacceptable. By brainstorming before writing the project, you should discover your advantages and demonstrate them properly. If you want instant results, then check out our capstone project writing service .

Medical Capstone Project Ideas

The best capstone project medical ideas are developed following a sample, with a suitable direction being easy to find. Delivering high-quality performance of the paper is important. After all, your work result depends on it. Every interested graduate can find a worthy topic on the Internet. Search for topics will be effective if you focus on some limited options.

Capstone Project Ideas for Nursing

The activity field plays a decisive role, so nursing capstone project ideas are worth paying attention to. Use different nursing essay examples for your writing. Keep in mind that you can count on your advisor’s help when preparing the paper. You should make a difficult choice from the following suggested options:

Don’t be afraid to look for a variety of topics! Restrictions will prevent you from making the right choice. Make sure that the chosen topic corresponds to your worldview. You should do everything possible so you can express your ideas in a comprehensible way.

Capstone Project Ideas for Healthcare Administration

Personal interest helps in covering the discussed healthcare administration capstone project ideas. You rarely get an opportunity to highlight an acute and exciting issue. You should take advantage! Take a look at these topics:

Solving diverse tasks accounts for most of the administrators’ work. Can you get on well with patients and employees? Great! It will make it possible to achieve the set goals on the cheap. Professionalism without proper experience is not that important, after all.

Pharmacy Capstone Project Ideas

The search for capstone project ideas on pharmacy implies developing common issues from the field. Pharmacists are medical employees who communicate with patients more often than others. The friendly attitude and opportunity to help a visitor make them work tirelessly. The choice of the article direction can influence your working attitude in the future. Interesting ideas are as follows:

Psychology Capstone Project Ideas

It is tricky enough to choose capstone project ideas for Psychology. After all, the topic is based on a certain interest. You should forget titles you are not interested in. You will get a good grade if you describe a few opinions on the covered topic. You can finish the course in Psychology by working on one of the following topics:

Diverse topics can show you from a new side. It will allow you to put forward your own theory.

Education Capstone Project Ideas

You can show skills and capabilities for critical thinking upon deciding your capstone project ideas on Education. Those students who have chosen the right direction can get topics and continue with their professional growth. The search for worthy topics about education in a school or college will become a starting point for future achievements.

Mathematics Capstone Project Ideas

The right Math capstone project ideas will allow you to take a new look at application of calculations in everyday life. The following list will help you with finding a suitable idea:

Explaining the interest in mathematics is difficult. This doesn’t mean that there are no interesting ideas for the graduation paper. Theoretical studies ensure validity of results and allow you to control your research.

Capstone Project Ideas: High School

What are some quality high school capstone project ideas, you may ask. The education system is undergoing major changes. It is worth paying attention to the consequences of such innovations. Transition to remote learning allows to detect shortcomings in a new teaching method and develop problem-solving strategies. Choosing topics will be easier if you look through the list of options:

By studying relevant topics, you will be able to prepare for the beginning of professional activity in educational institutions.

Science Capstone Project Ideas

Science capstone project ideas depend on your direction, but this doesn’t mean that there are any restrictions. During the preparation of your final project, after completing your studies at Department of Technology, you should find new perspectives and consider those topics that potentially can make some contribution. Student must research their field of interest and focus on suitable options. Searching for information takes time, but the result is worth your effort. A small review will help you find a relevant topic.

Biology Capstone Project Ideas

By studying capstone project ideas for Biology, you can get answers for common questions. You can also find a simple solution for some issues. Thus, students can influence processes and prevent false information from spreading. Following these ideas will help get a dose of inspiration for you project:

An attempt in creating a fascinating written piece will be a successful subject for studying reliable information from a few sources.

Can't find a fitting capston project topic idea? Give StudyCrumb's topic generator a try.

Physics Capstone Project Ideas

People’s interest in Physics is easy to explain. Simple and logically explained processes can help you get rid of vague questions easily. Right choice of ap physics capstone project ideas from the following list will provide you with necessary inspiration when preparing your paper:

Any physical phenomenon that you are interested in can become the main subject of your study.

Data Science Capstone Project Ideas

Application of advanced technological methods for studying research results makes it possible to simplify project preparation, so you shouldn’t refuse such support. There is a variety of interesting capstone project ideas data science available:

Keep in mind that your resources are not limited, so decide on a topic you are interested in. The more data you collect, the more field work you should go through.

Business Capstone Project Ideas

Conducting business activities enables you to cover various capstone project ideas Business. Final results of work will show how well resources have been allocated. This will also teach you to reach a new level using limited opportunities. Choice of a management tool affects research results as well. It will be much easier to cover your ideas if you shift attention to aspects of your interest. There are no other ways in which you can make your paper effective.

Management Capstone Project Ideas

Paper preparation will begin immediately after choosing project management capstone ideas and obtaining required information. Any organization that offers its services for visitors can become a research object. Modern trends show that following topics will find readers’ response:

Creating a kind of application will enable you to find a way out of any difficult situations.

Topics for Capstone Project in Finance

Since students gain knowledge about commercial organizations’ financial activities, it will be impossible to avoid Finance capstone project. Those business areas that actively use financial resources are of particular interest. To choose worthy ideas, you can have look at suggested options:

You can collect information you will need for your paper online.

IT Capstone Project Ideas

Using a global system so you can get results is no longer a new method. That's why choice of capstone project ideas for information Technology should be taken seriously. After all, modern computers are used more and more often in everyday life. It can provide access to a variety of publications. Use resources so you can cover a topic and be prepared to search far and wide for needed information. An advantage of choosing this field will be an opportunity to influence the future of an industry.

Computer Science Capstone Project Ideas

When it comes to capstone project ideas, Computer Science just begs to use opportunities offered by the Internet. An attempt of finding a suitable topic will be successful if you start with studying list of options for writing a paper about software:

Application of technology has reached a new practical level. You shouldn’t just get stuck with your regular printed books and papers. Searching for exciting topics and conducting studies won’t take long.

Cybersecurity Capstone Project Ideas

So, cyber security capstone project ideas are a thing nowadays. Cybersecurity plays an important role in the modern world, so, should you choose this field of study, don't ignore any piece information that you can find. Developing an exciting project will enable you to improve your skills and put them into practice. You should pay special attention to the following topics:

Progressive developers should enhance modern skills and their practical application. To write a paper, you may need to get permission from an administrator, so you should keep that in mind.

Graphic Design Capstone Project Ideas

A graphic designer is a sought-after expert in the modern world and capstone design project ideas should be as good as they can. List of specialist’s main tasks includes developing logos and booklets, writing a video series for advertising products, and much more. An attempt to create a new graphical solution is the first level of skills improvement. Search for topics is the second important step, with the following to help you:

By developing unique design, you will attract large companies’ attention and become a confident competitor in this field.

Engineering Capstone Project Ideas

Among capstone project ideas, Engineering is one of the most interesting topics. It’s also widely promoted around the world. Available resources are used in full force, which enhances technical progress. It is still too early to stop at what has been achieved, so one should keep working and demonstrate great results. Search for topics takes quite long since this field is rapidly developing. Transition to alternative solutions to everyday tasks forces us to look for safe and working ways to achieve your set goal.

Mechanical Engineering Capstone Project Ideas

To develop capstone project ideas for Mechanical Engineering, you need to be interested in finding a solution. It’s impossible to do this without a proper interest in a breakthrough. Use knowledge you got to your advantage and take a closer look at suggested list of exciting topics:

An unbiased look at existing problems will enable you to show your creative potential and prove that your are suited to be a mechanical engineer.

Electrical Engineering Capstone Project Ideas

What can you say about capstone project ideas for Electrical Engineering? Electrical engineering plays a special role in everyday life. It also significantly improves quality of life. Technology studies will not only emphasize its importance but will have you understand a thing or two about its efficiency as well. You can choose topics from the following list:

Choosing a specific direction will help you demonstrate your potential and focus on solving everyday problems.

Computer Engineering Capstone Project Ideas

With how important technology is nowadays, it's no surprise that capstone project ideas for Computer Engineering are quite popular. Students are engaged in developing new software for solving a variety of tasks. Your capstone project should be aimed at introducing computer systems-based technologies. Popular topics consist of a few relevant topics:

Introduction of engineering solutions in everyday life can improve quality of services. It can provide necessary support to people with health problems.

Civil Engineering Capstone Project Ideas

Civil Engineering capstone project ideas are important if you are interested in seeing physical evidence of your work in real life. To develop the selected area, you will need to make efforts to improve conditions for people to live in. If you want to answer some concerns of accomplished professionals in this field, you need to prepare a project on one of the following topics:

A study of natural resources influence on service life and peculiarities of building construction and a careful study of underlying factors will result in an improvement in current results.

Final Thoughts on Ideas for Capstone Project

Choice of work field is based on conducting research on capstone project topics. Lack of interest has a negative effect on quality. It will be much easier to test your achievements and skills in the course using the latest topics. Or buy capstone project online for a shortcut.

Our paper writing service can help to write a capstone project for you. We guarantee meeting the deadlines and deliver a project og of high quality.

FAQ about Capstone Project Ideas

1. are capstone projects hard.

Completing the course in chosen specialty implies mandatory preparation of capstone projects. The main challenge is to choose a topic and conduct research. As a student, you should demonstrate your skills in a chosen field. It’s enough to take the first step in right direction, though. The main problem is to find a really interesting topic.

2. What is the point of capstone?

Purpose of preparing a capstone project is to demonstrate your professional attitude to raised problems. Using acquired knowledge and an opportunity to make the world a better place are the main reasons to start preparing final project.

3. What is the difference between a thesis and a capstone project?

It is worth paying attention to differences between capstone project and a thesis. Basically, thesis is written when you're aiming for bachelor's and master's degrees. Meanwhile, capstone project is a piece of writing that you are expected to finish (typically) at the end of high school. Considering this, the length and scope can be different. For instance, capstone focuses on a narrower and more specific area. At the same time, thesis is written on much broader topic.

4. Is capstone required?

No, a capstone is usually not required. Some schools may make it mandatory for certain degrees, though. Choosing a specific topic means that student is willing to take risks. It shows that you try to achieve their goal. There is no other way to draw a final line in the chosen education program.

Daniel Howard is an Essay Writing guru. He helps students create essays that will strike a chord with the readers.

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.

Top 8 Capstone Project Ideas for Computer Science Students in 2023

Published by

The field of computer science is constantly evolving, and as such, it presents a plethora of opportunities for capstone projects. A capstone project is typically the culmination of a student's academic program, and it allows them to apply their knowledge and skills to a real-world problem or challenge. In this article, we will explore ten of the best capstone project ideas for computer science students in the current year.

1. Developing a machine learning-based recommendation system for personalized healthcare

With the increasing amount of data generated by healthcare systems, there is a growing need for intelligent tools that can help doctors and patients make more informed decisions. A machine learning-based recommendation system can analyze patient data, such as medical history, lab results, and vital signs, to generate personalized treatment recommendations. This can help improve the quality of care and reduce healthcare costs.

2. Building an automated financial trading system using natural language processing

Natural language processing (NLP) is a powerful tool for extracting meaning from unstructured data, such as financial news articles and social media posts. An automated financial trading system that uses NLP could analyze financial news and social media to identify market trends and make trades accordingly. This could potentially improve the efficiency and accuracy of financial trading, while reducing the need for human intervention.

3. Designing a virtual reality platform for remote team collaboration and communication

Virtual reality (VR) technology has the potential to revolutionize the way we work and communicate. A VR platform for remote team collaboration and communication could allow team members to work together in a virtual environment, regardless of their physical location. This could improve the efficiency and productivity of remote teams, while also promoting a sense of community and connection.

4. Creating a chatbot for mental health support and counseling

Mental health is an important issue that affects many people, and chatbots have the potential to provide a convenient and accessible way for people to receive support and counseling. A chatbot for mental health support and counseling could use natural language processing and machine learning to understand and respond to user input. It could provide users with resources, coping strategies, and even connect them with a human counselor if needed.

5. Developing an AI-powered personal shopping assistant for e-commerce

AI-powered personal shopping assistants can make online shopping more convenient and personalized by recommending products based on the user's preferences and browsing history. This can help shoppers find what they are looking for faster and improve the overall shopping experience.

6. Building a blockchain-based supply chain management system for transparency and traceability

Blockchain technology can be used to create a transparent and traceable supply chain management system. By providing a tamper-proof record of transactions and product information, a blockchain-based system can improve transparency and accountability throughout the supply chain. This could be particularly useful for industries like food and pharmaceuticals, where traceability and transparency are critical.

7. Designing an intelligent transportation system for optimizing traffic flow and reducing congestion

Intelligent transportation systems (ITS) use advanced technologies such as machine learning and sensor networks to improve the efficiency and safety of transportation. An ITS for optimizing traffic flow and reducing congestion could use real-time data from sensors and cameras to dynamically adjust traffic signals and reroute vehicles to reduce congestion. This could improve the overall transportation experience for drivers and reduce the environmental impact of traffic congestion.

8. Creating a platform for monitoring and managing distributed renewable energy sources

As renewable energy sources become more widely adopted, there is a growing need for tools to monitor and manage these distributed energy sources. A platform for monitoring and managing distributed renewable energy sources could use machine learning to optimize the distribution of energy and predict energy demand. This could help to improve the efficiency and reliability.

12 Interesting Computer Science Project Ideas & Topics For Beginners [Latest 2023]

Director of Engineering @ upGrad. Motivated to leverage technology to solve problems. Seasoned leader for startups and fast moving orgs. Working on solving problems of scale and long term technology…

Table of Contents

In this article, you will learn 12 Interesting Computer Science Project Ideas & Topics For Beginners (2023).

Read the full article to know more.

Computer Science Project Ideas

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

Check Out upGrad’s Full Stack Development Bootcamp

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

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

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

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

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

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

upGrad’s Exclusive Software Webinar for you –

Panel discussion on career progress in the IT industry

Our learners also read : Java free online courses !

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

Top 12 Computer Science Project Ideas

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

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

1. Face detection

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

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

The technology of face detection uses facial algorithms to identify the reach of facial prints. The technology can adapt and recognize which facial features to detect and which ones to ignore.

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

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

Also, check out our free react js online courses

2. Online auction system

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

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

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

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

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

Learn Online software development courses from the World’s top Universities. Earn Executive PG Programs, Advanced Certificate Programs, or Masters Programs to fast-track your career.

Explore Our Software Development Free Courses

3. evaluation of academic performance.

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

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

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

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

4. e-Authentication system

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

The authentication system allows for a better user experience without having the need for multiple setups. It is also useful for tightening security. The enhanced security features pave the way for more number of users to adopt the technology.

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

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

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

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

5. Cursor movement on object motion

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

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

6. Crime rate prediction

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

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

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

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

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

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

7. Android battery saver system

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

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

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

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

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

In-Demand Software Development Skills

8. symbol recognition .

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

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

Explore our Popular Software Engineering Courses

Read: Software Engineering Project Ideas

9. Public news droid

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

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

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

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

10. Search engine

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

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

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

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

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

11. Online eBook maker

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

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

12. Mobile wallet with merchant payment

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

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

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

Check out: Java Project Ideas & Topics

Some Bonus A-Level Computer Science Project Ideas

Basic Hospital Management System

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

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

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

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

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

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

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

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

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

Real-time Weather Forecasting app

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

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

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

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

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

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

Wrapping up

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

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

If you’re interested to learn more about Java, and full-stack software development, check out upGrad & IIIT-B’s Executive PG Programme in Software Development – Specialisation 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.

Read our Popular Articles related to Software Development

What is web architecture.

A web architecture is the structure of a website, including its underlying servers, databases, networks, routers, and protocols. It is the design of the system that makes up the World Wide Web. It is also the management of the software and servers used to run websites. Web architecture is an important part of any web presence. It dictates how a user navigates from one website to another and influences the overall experience. It should focus on providing a positive online experience, and should always be used to enhance the overall user experience, but it should not be confused with the design of the website itself.

How do data mining algorithms work?

Data mining algorithms are a set of software tools and algorithms used to extract information from large amounts of data. They are used to determine which data points are most relevant in a given dataset and are used in a variety-generation algorithm, which is used to generate new lines of data. Data mining algorithms are the steps used to find patterns and trends in large data sets. They are important tools helping organizations make more informed decisions and better serve their customers. Data mining algorithms are used in a wide range of applications, including business intelligence, marketing, and fraud detection. They are also used to understand the behavior of large sets of data, to identify relationships and patterns, and to make predictions.

Why is E-authentication required?

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

Prepare for a Career of the Future

Our Trending Software Engineering Courses

Our Popular Software Engineering Courses

Get Free Consultation

Popular software development skills.

Top 10 Project Based Learning Project Ideas & Topics in 2023

What is Network Address Translation (NAT) in Networking? A Ultimate Guide

12 Interesting Robotics Projects Ideas & Topics for Beginners & Experienced

Start your upskilling journey now, get a free & personalised counselling session..

Schedule 1:1 free counselling

Talk to a career expert

Explore Free Courses

Data Science & Machine Learning

Build your foundation in one of the hottest industry of the 21st century

Build essential technical skills to move forward in your career in these evolving times

Career Planning

Get insights from industry leaders and career counselors and learn how to stay ahead in your career

Master industry-relevant skills that are required to become a leader and drive organizational success

Advance your career in the field of marketing with Industry relevant free courses

Kickstart your career in law by building a solid foundation with these relevant free courses.

Actual and Interesting Capstone Project Ideas Computer Science

Consider the most relevant and interesting capstone project ideas computer science oriented, and you’ll set yourself up wonderfully to progress in your chosen area of programming. If you want to work within the IT sphere, you’ll need a good project with which to demonstrate your formidable skills. Examine the latest trends in technologies in IT and think up electronics capstone project ideas that you can show off again and again as well as getting the highest grades for writing it in the first place.

Computer Science Capstone Project: The Latest Trends in Computing

There are a number of different exciting computing trends you can investigate as part of your capstone project. IT is a great topic for all sorts of reasons, but chief among these is that you can really work at the cutting edge of technological advancement and see what’s going to be the next big thing. Whether it’s cloud computing or superfast mobile internet speeds, IT is certainly the place to be. Consider the interesting topics below, model your project around one of them, and use some capstone project help if needed.

The 10 Best Universities for Programming and IT

If you haven’t even entered college yet, it’s never too soon to start thinking about some programming capstone project ideas for future use. However, the best thing to do right at this moment is to think about the best universities for programming and IT professionals to learn their trade and hone their skills. Here are the universities and colleges that are widely considered to be among the top 10 in the country.

Start with Some Great Capstone Project Ideas for Computer Science

Choosing a capstone title for IT students is not the easiest task in the world as programming capstone project ideas can be difficult to explain in a snappy and concise manner that attracts readers. The 30 ideas outlined here have been specially considered to help the process of picking a capstone title for IT students much more straightforward.

Affordable Computer Science Project Ideas Services

Computer science and engineering courses are a great opportunity for you to learn a whole host of different skills that you can apply to your future jobs. By completing senior capstone project ideas, you’ll polish your logical thinking skills as well as boosting your knowledge base. You need to choose a topic that’s interesting, engaging and useful. Consider all the vital information here and you’ll get exactly what you need from your IT course.

Our writing company is always ready to provide you with the best possible IT capstone project and capstone project pharmacy writing services. Our team knows how to craft perfect it capstone project that will be unique and perfectly written to the requirements of your paper. By hiring our experts you will get the most benefits from:

Choose the best capstone project ideas for computer science, and you’ll surely reap the rewards. Get informed about all your options, and the world will be your oyster.

You have an opportunity to get your capstone project done week by week by the same writer according to the timeline.

We write your capstone project from the ground up and double-check it with plagiarism detection software.

We assign no general writers to your order. You are guaranteed to work with one of the top-rated PhD/MA experts in your area.

70 Capstone Project Ideas for Any Student

70 Capstone Project Ideas for Any Student

What is a Capstone Project

How to choose killer capstone ideas, capstone project topics, nursing capstone project ideas, computer science capstone project ideas, information technology capstone topics, psychology capstone project ideas, management capstone project ideas, marketing capstone project ideas, education ideas for capstone projects, final thoughts.

Can't come up with a good capstone project idea? You are not alone in this. A capstone project is a challenging writing task for many students. It is not surprising because this academic work is essential for a future career. Therefore, if you aim to show in-depth knowledge in a field and demonstrate your core skills, make sure to pick an effective topic for capstone project. In our article, you will find a great variety of capstone project ideas in different fields of study. Use our guide to pick the topic you like most and create an outstanding academic paper.

A capstone project is a graduation project that students should present by the end of their senior year or course of study. This so-called culmination of degree allows showing what experience and insights they have gained at school. Capstone projects come in different shapes and sizes, depending on the specific academic requirements. A capstone project is beneficial to graduate students since it provides a unique opportunity to practice the following skills:

Some schools give a strict list of capstone project ideas you may choose from. Moreover, they provide a full list of requirements that a student needs to follow. However, sometimes you may select a theme related to your educational field yourself and write the paper using information you've already learned at the high school, college or university.

Having troubles looking for the best capstone project ideas ? Take it easy — check out these valuable tips that might come in handy during the brainstorming process:

We want to simplify the writing process and, thus, offer some great topics to choose from. There's no need to stay overnight brainstorming on good ideas for your graduate project. Check out the list of capstone topics below to save your time.

When you're required to write a sociology research paper, be prepared to work on a topic that is connected to people and society. You can choose from a variety of subjects including relationships, social norms, people's behavior, stereotypes, communication between different groups and individuals, a...

If you are studying Medicine and need worthy healthcare research topics for college, go no further! In this blog post, our proficient writers have compiled a useful list of health research ideas and suggestions on how to choose a decent topic. Select the one that you like most and be ready to nail a...

Things go the way we can pick relevant, up-to-date research paper topics these days. Be it an Instagram study or Kendrick Lamar’s influence on music in the last decade study – nowadays it is still a research writing. This piece of text will provide enough information and ideas to choose dazzling res...

The School of Information is UC Berkeley’s newest professional school. Located in the center of campus, the I School is a graduate research and education community committed to expanding access to information and to improving its usability, reliability, and credibility while preserving security and privacy.

The School of Information offers four degrees:

The Master of Information Management and Systems (MIMS) program educates information professionals to provide leadership for an information-driven world.

The Master of Information and Data Science (MIDS) is an online degree preparing data science professionals to solve real-world problems. The 5th Year MIDS program is a streamlined path to a MIDS degree for Cal undergraduates.

The Master of Information and Cybersecurity (MICS) is an online degree preparing cybersecurity leaders for complex cybersecurity challenges.

Our Ph.D. in Information Science is a research program for next-generation scholars of the information age.

The School of Information's courses bridge the disciplines of information and computer science, design, social sciences, management, law, and policy. We welcome interest in our graduate-level Information classes from current UC Berkeley graduate and undergraduate students and community members. More information about signing up for classes.

Research by faculty members and doctoral students keeps the I School on the vanguard of contemporary information needs and solutions.

The I School is also home to several active centers and labs, including the Center for Long-Term Cybersecurity (CLTC) , the Center for Technology, Society & Policy , and the BioSENSE Lab .

I School graduate students and alumni have expertise in data science, user experience design & research, product management, engineering, information policy, cybersecurity, and more — learn more about hiring I School students and alumni .

graduates standing around, laughing, giving thumbs up

On May 15, 2023, the School of Information welcomed 350 of 608 total graduating students to the UC Berkeley...

The School of Information’s May 2023 Commencement presented an opportunity to honor faculty and student achievements...

photo of Lawrence Hall of Science a large brutalist building on a hill in Berkeley

A group of researchers, including the I School’s own Professor Kimiko Ryokai, recently received a grant of $1....

Ken-ichi Ueda gave the keynote speech at the UC Berkeley School of Information May 2023 Commencement.

Differential Privacy for Black-Box Statistical Analyses

Kohli, Nitin, and Paul Laskowski. "Differential Privacy for Black-Box Statistical Analyses." Proceedings on Privacy Enhancing Technologies 3 (2023): 418-431.

We formalize a notion of a privacy wrapper, defined as an algorithm that can take an arbitrary and untrusted script and produce an output with differential privacy guarantees. Our novel privacy wrapper, named TAHOE, incorporates two design ideas: a type of stability under subsetting, and randomization over subset size. We show that TAHOE imposes differential privacy for every possible script. When the data alphabet is finite and small enough, TAHOE can be practically run on a single computer. Performance simulations show that TAHOE has greater accuracy than a benchmark algorithm based on a subsample-and-aggregate approach for certain scenarios and parameter values.

Research Area(s)

Last updated:.

Application

Original Computer Science Capstone Project Ideas Are Possible Here

What We Ensure

Surely, our platform is secure! All personal and payment data is 100% confidential, and we vouch for anonymous communication. Also, the deletion of your file from our database is possible.

We’re ready to discuss any issue or controversial situation concerning your order. If your text wants a revision, we’ll make it at no cost. However, if the problem can’t be solved, we’ll send you a refund.

We strive to make your text logical, well-structured, and congruent with the instructions. Hence, our top-class editors and proofreaders will perfect your paper. Besides, proofreading can be asked for as a separate type of assignment.

The essential point for us is the 100% authenticity of the content. Relevantly educated writing geeks will assure the originality of investigation and complete conformity to the guidelines.

Time-Tested Professionality

Let us welcome you with a discount on your first order.

Please enter your email

Testimonial

I am extremely satisfied with the content of this paper!! Job very well done, the writer went above and beyond my expectations. I did notice several grammatical errors that I assume would be cleaned up by the editors.

Customer #14692

Hi Capstone Team, Thank you so much for the completed capstone. My initial review of the assignment leads me to believe it was professionally done, met the requirements, and was delivered on time. I will not submit the project until later after I fully review, but I am confident it will support me in completing my goal. Should I move onto other projects in the future, I will be using this service. Many thanks to great work.

Customer #13789

Great customer service and great communication! I got high marks on my capstone project. Thanks!

Customer #90791

I received my paper on time even I asked to revise my paper in a few hours. the paper is very well written and plagiarism free. You guys did a very good job. Thank you again!

Customer #53031

Thanks very much and I think I like it now. I understand is difficult to get a good grasp of what is needed because the writer is not in the classroom with me. The paper is ok and I will still work on it to meet the requirement. All that is in the paper is required. I will use the theory model (social-ecological model) and add it on. Again thank the writer for a job well done.

Customer #28514

loved the flow of the paper... The content was on point although there was one requirement that wasn't met, I was happy with the paper and highly recommend this writer. Thank you!

Customer #48261

You did an excellent job and delivered was on time. Thank you soooooo much.

Customer #70222

Thank Yo very much, this was definitely worth it. I will use your services again.

Customer #34150

Thank you so much again for all of your support, you are all amazing. see you in a few more weeks as you are making my very hectic life a lot easier. Big man Hug to you all!

Customer #81250

Top Writers

Providing the best of all worlds, they won’t ever disenchant you.

I was enrolled in a doctorate program, which helped me build a practical career as an applied psychologist. Numerous events clued me in about the current issues relating to children’s and adults’ behavior. I want to share my knowledge with students who are earning the same degree.

When working for international IT companies, I realized I wanted to support future specialists and show them all the diversity of the IT area. Now I assist graduates with their practical case studies in computer sciences and improve their software-developing skills.

I’m a Botany and Anatomy tutor at the university, where I assist students in the acquirement of new experience in the biology area. It’ll help them become medical experts and researchers. So, I’ll do my best for learners to get good scores and improve their academic performance.

Due to work as a political journalist for the leading news agencies, I’m well-aware of the global political situation. I can cope with any academic project related to this field and produce a favorable outcome.

Several years of experience as a CEO assistant and business development manager endowed me with time management and self-organization skills, so I can display more efficient performance in any business I need to deal with. Precise planning and congruency with deadlines are the key points in my production workflow.

Taking into account all the current health problems, it goes without saying that this system requires new specialists who will develop new prospective healthcare fields and present their own solutions. For my part, I help future specialists in health sciences to conduct decent research and do winning projects.

We Generate the Capstone Project Ideas Computer Science Students Need

Because of various capstone requirements, the idea of a project in the computer science field is not just technical but also a stringent procedure. Generating computer science capstone project ideas appears difficult to understand, but with the assistance of a project expert, this capstone issue is easily handled.

It is usually prudent to consult with the computer science adviser on ideas and the student’s understanding of them. Mistakes in adhering to these capstone criteria might jeopardize the project quality. Read the capstone instructions until you understand them and are prepared to follow them.

It’s not simple to get the capstone project ideas computer science tutors demand. Writing something of the ideas’ quality, you’ll need to attain the capstone outcomes that are difficult for the project.

The following are some ideas to keep in mind when working on your computer science undertaking:

Stick to these computer science pieces of ideas to succeed in your project.

Perfect Way to Put Your CS Capstone Project Ideas Into Practice

The success of your CS capstone project ideas depends entirely on how well you followed the instructions and computer science standards. Many computer science students have difficulty following these rules and do not fully grasp perfect ideas. Capstone specialists are ready to get your project done.

Computer science experts always remember to meet the requirements for your capstone project computer science text. Before you can continue with the project, you must first submit a proposal and get it accepted. This proposal should be submitted for the computer science tutors’ approval.

Once the project has been approved, begin working on the computer science investigation with the help of your adviser by entrusting it to us. We begin by following the computer science formatting standards as well as the provided directives. The best ideas are also available for ordering on our website.

These are the ideas we think are great:

The finished project must be submitted for the computer science professor’s review, and the student must also give a presentation. The student delivers an oral and defensive presentation. We are also ready to provide you with this computer science assistance. Ideas, presentation, project itself – everything.

Advantages You Take of Capstone Project Computer Science Assistance

The acceptance and evaluation of the computer science capstone project will begin with a thorough examination of its conformance to the instructions and ideas. It is critical that you maintain complete compliance with all areas, from the idea of novelty to the relevance to the computer science issue.

The originality and quality of your capstone will be checked once the criteria have been followed. This emphasizes the worth and significance of the computer science standards. So, if you have any queries or comments regarding ideas for an effective capstone in the computer science field, don’t hesitate to contact our project assistance. Our experts are always eager to give you the greatest service.

We can assist you in submitting a successful capstone project for computer science that you can be proud of. Capstone experts assist you and provide you with all of the following advantages:

Highly experienced computer science specialists help you make your ideas come true.

Your Computer Science Capstone Project Comes With Extra Features

We provide more than just excellent ideas and capstones. There’s a lot more to look forward to. First and foremost, our capstone experts have exceptional time management abilities. So, even with a 48-hour deadline, they deliver every capstone on time. Are you concerned that a tight deadline may compromise the quality of your capstone and ideas? It is not the case for us.

It’s no problem if you wish to collaborate with one of the best capstone experts. When filling out the order form, select this extra idea. Regardless of whether you choose this option or not, you will receive a top-notch capstone: each expert on our website does an excellent job and offers unique ideas. You can also collaborate on your capstone with the same expert as they have a better idea of working with you.

You may also require the best capstone project ideas for computer science ahead of time, which is also accessible. Please review the draft of your capstone and provide input. The writer will make whatever changes you want. An editing service is another typical idea that our service follows. If you’ve prepared a capstone and need it to be proofread, our expert editors are ready to make it perfect.

There’s no need to seek capstone project ideas for computer science – use our service and relax!

Seeing your work, work: Jenny Herrera turns ideas into impact as Weitz project manager

Herrera standing in front of the Hilton Des Moines Downtown Hotel

There’s nothing like the feeling of seeing your work, work, Jenny Herrera says.

Herrera’s first project out of college (civil engineering ‘16) was no small feat. Starting as a project engineer at The Weitz Company and now as a project manager, Herrera has been turning ideas into impacts for over seven years. And her favorite part? Seeing it all come together and work.

“It takes a while to get to the point where everything lines up and we hit that stride, but we get there,” Herrera says. “And getting there is probably one of the best moments for each project, seeing it all fall into place.”

From zoomed-in details to big picture management

Herrera’s first project at Weitz was the Hilton Des Moines Downtown Hotel on the corner of Park St. and 5th Ave., right next door to the new Weitz headquarters. As a project engineer, her role honed in every detail of the exterior envelope of Hilton.

As she has built her career and navigated roles from project engineer to project manager, Herrera has learned how to engineer projects from a zoomed-in, area-specific focus to big picture management. As a project manager, Herrera touches every part of the plan and her primary focus is now on costs and scheduling for the overall project.

“I can still remember very specific details on the exterior envelope of Hilton, because as a project engineer you know the details of your topic,” Herrera said. “Now, as a project manager, you start to oversee more things and you kind of lose that zoomed in focus – you have to pull back a little bit and start looking at the overall schedule.”

Herrera is building a team of makers and doers as a project manager, thriving as a problem solver. And every project has one big idea to solve – the schedule. If you manage the schedule just right, everything falls right into place, Herrera says.

“Everything I do as a project manager is problem solving,” Herrera said. “But my favorite part of problem solving is the schedule. It’s kind of like playing a multidimensional game of Tetris. If you get everything lined up, it clicks and flows just right.”

Knowing you’re on the right track

Herrera recalls that the first time she truly felt like she was where she was supposed to be was at the tail end of her college education in capstone.

“The thing that made me really feel like I was on the right track in my career was the capstone project,” Herrera said. “That was the first time where it really felt like what I am doing now. You have a project, and a team of people to work with, and you all get to figure it out together.”

Being in that real-world environment of managing and executing a project is when everything clicked for Herrera.

“At first, it was terrifying having full management in capstone, and I spent a couple of weeks making mistakes and figuring it out,” Herrera said. “That was the first time I think I really felt that ‘I’ve got this’ feeling. And now I am in that environment where I can problem solve and know I’ve got this.”

Senior Programmer (due 6/4/23)

Senior programmer.

$85,977.84 – $116,322.96 Annually

6/4/2023 11:59 PM Central

Apply at: https://www.governmentjobs.com/careers/madsewer/jobs/4047133/senior-programmer?pagetype=jobOpportunitiesJobs

About the Position

The Senior Programmer provides guidance and support for the District’s Information Technology (IT), including application development, systems analysis, systems management, project coordination, database management, and user support. The Senior Programmer’s contributions are advanced technical skills and breadth of experience applied to technology projects and IT services at the District. This position supports and provides guidance to less experienced IT staff as well as other District staff using technology. This position reports to the District Technology Manager. Who We Are Since 1930, the Madison Metropolitan Sewerage District has maintained an enduring mission of protecting public health and the environment, and serves the Dane County region through wastewater collection, treatment and resource recovery programs. Through these programs, the District recycles and returns to the environment clean water, generates renewable energy and recovers nutrients for agricultural uses. As a result of its initiatives in source reduction and resource recovery, the District is a nationally recognized leader in returning clean wastewater to the environment. Made up of a passionate team of 120-employees, the District serves a population of just over 400,000 in the greater Madison area. The District has a 187-square-mile-service area that encompasses 25 owner communities and operates a large network of interceptor sewers, pumping stations and a state-of-the-art wastewater treatment plant. Working at the District is more than just a paycheck. It is about taking care of the communities we live in and giving back to the environment that surrounds us. We are trusted leaders working together to protect one of our most valuable resources-our water. When you think about your career and what you want to accomplish in your lifetime, make the choice to do Work Worth Doing! Check us out here ! A completed application will include a resume and a cover letter.

For a specific list of duties involved, please see the job description here .

Requirements

Other combinations of education and experience which can be demonstrated to result in the possession of the knowledge, skills, and abilities necessary to perform the duties of this position may be considered.

Knowledge, Skills and Abilities General

Knowledge of and experience with enterprise-level reporting tools like SQL Server Reporting Services and Crystal Reports. For a specific list of knowledge, skills, and abilities involved, please see the job description here . Technical Skills

For a complete list of technical skills, please see the job description here .

Physical Demands & Work Environment

Work is primarily performed in a standard office environment with flexibility for working remotely. The position requires one to be able to sit or stand for extended periods of time with sufficient ability to operate a computer keyboard or other office equipment. The position requires ability to read and write words and numbers. It also requires the necessary ability to communicate in person, publicly, or over the phone. The noise level is generally quiet. This position is eligible for remote work consistent with District policy.

Madison Metropolitan Sewerage District

http://www.madsewer.org

IMAGES

Make Your Computer Science Capstone Project Shine
(PDF) Computer Science Capstone Course Senior Projects: From Project
Get professional computer science capstone project ideas just by
Computer Science
Computer Science Capstone Project Ideas
Computer science capstone project examples written by a professional

VIDEO

Capstone Project Configure the Windows Operating System
Create THESE AWESOME PROJECTS
G12 LECTURE
C++ project for beginners
Computer Science Capstone Project
Tips in Creating Your Own System for Computer Science and Information Technology Capstone Project

COMMENTS

2021 Capstone Projects
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 ...
The Best 150 Capstone Project Topic Ideas
Attractive Computer Science Capstone Project Ideas. Computer science is so rapidly developing that you might easily get lost in the new trends in the sphere. Gaming and internet security, machine learning and computer forensics, artificial intelligence, and database development - you first have to settle down on something. Check the topics ...
120 Best Capstone Project Ideas for Information Technology
Capstone projects are very important for students. They help students develop critical thinking, learn how to solve problems, improve their communication skills, research, teamwork, presentation skills, etc. It also builds up the student's resume and demonstrates learning. This is why capstone projects are so important.
100 Computer Science Capstone Project Ideas For You
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.
105 Original Capstone Project Ideas for STEM Students
Computer Science Capstone Project Ideas. Are SCRUM methodologies still an effective way of dealing the product development? Is software engineering still a sought-after technical skill or is the subject outdated? In what ways are search algorithms being advanced to help the use of data mining?
Ideas for a Capstone project? : r/compsci
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.
125 Outstanding Capstone Project Ideas in 2023
Computer Science Capstone Project Ideas The best programming languages Image processing Cybersecurity: Designing a safe mobile app Designing an automated registration software The use of stock prediction with neural networks Designing a web-based survey system Use of smartphone interface for e-medical record and management systems ...
List of Completed Capstone Projects with Source code
The aforementioned capstone project ideas will be a great help in various industries. You may visit our Facebook page for more information, inquiries, and comments. Please subscribe also to our YouTube Channel to receive free capstone projects resources and computer programming tutorials.
Top 225 Innovative Capstone Project Ideas for Students
Here, we have listed the capstone project ideas on all the major subjects such as accounting, business, engineering, information technology, computer science nursing, psychology, marketing, management, and many more. Check the list and spot the capstone project idea that is appealing to you. Capstone Project Ideas on High School Education
Capstone Project Ideas That Will Blow Your Mind
When it comes to capstone project ideas, Computer Science just begs to use opportunities offered by the Internet. An attempt of finding a suitable topic will be successful if you start with studying list of options for writing a paper about software: Automatic reporting. Developing computer software for registration.
Computer Science Capstone Projects
Computer Science Capstone Projects. This page provides a summary of past projects that have been completed as part of the Computer Science capstone at SLU. ... 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 ...
Top 8 Capstone Project Ideas for Computer Science Students in 2023
The field of computer science is constantly evolving, and as such, it presents a plethora of opportunities for capstone projects. A capstone project is typically the culmination of a student's academic program, and it allows them to apply their knowledge and skills to a real-world problem or challenge. In this article, we will explore ten of ...
100 Computer Science Capstone Project Ideas For Students
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.
12 Interesting Computer Science Project Ideas & Topics For ...
In this article, you will learn 12 Interesting Computer Science Project Ideas & Topics For Beginners (2023). Face detection. Online auction system. Evaluation of academic performance. e-Authentication system. Cursor movement on object motion. Crime rate prediction. Android battery saver system. Symbol recognition.
Pick Up the Best Capstone Project Ideas Computer Science
Affordable Computer Science Project Ideas Services. Computer science and engineering courses are a great opportunity for you to learn a whole host of different skills that you can apply to your future jobs. By completing senior capstone project ideas, you'll polish your logical thinking skills as well as boosting your knowledge base.
Top 80 Computer Science Capstone Project Ideas
The Shortest Way for Finding Bright Capstone Project Ideas Computer Science. Many factors surely may impact your choice while deciding on capstone project ideas computer science at stake. Your personal preferences and interest here should determine this choice for sure. List all suggestions you have on a separate paper.
The Best Computer Science Capstone Project Ideas For You
Problem determination. Describing the previous solutions. Offering your own ideas. Representing how your idea will improve the computer sciences. Presenting the ways of implementing such ideas. As you can see, the plan for capstone project writing in computer sciences is very complex. And the plan implementation is way more difficult.
Computer Science Capstone Project Ideas For The Most Impressive Job
The capstone computer science course you take should equip you with the knowledge of theory. Of course, you do the homework and practical assignments too. Thus, by the start of your research, you should have both theoretical knowledge and practical skills. Then, your goal is to integrate them all into resolving a problem from real life.
The Ultimate List of 70 Great Capstone Project Ideas 🎓
And here are some ideas for inspiration: The influence of crisis management on small business. Project management in the shipbuilding industry. Women empowerment in the financial sector. The latest management system innovations in the business. The efficiency of the franchising system in various businesses.
Differential Privacy for Black-Box Statistical Analyses
Our novel privacy wrapper, named TAHOE, incorporates two design ideas: a type of stability under subsetting, and randomization over subset size. We show that TAHOE imposes differential privacy for every possible script. When the data alphabet is finite and small enough, TAHOE can be practically run on a single computer. Performance simulations ...
Get #1 Computer Science Capstone Project Ideas Implemented
The acceptance and evaluation of the computer science capstone project will begin with a thorough examination of its conformance to the instructions and ideas. It is critical that you maintain complete compliance with all areas, from the idea of novelty to the relevance to the computer science issue. The originality and quality of your capstone ...
Seeing your work, work: Jenny Herrera turns ideas into impact as Weitz
Posted on May 22, 2023 | Sarah Hays. There's nothing like the feeling of seeing your work, work, Jenny Herrera says. Herrera's first project out of college (civil engineering '16) was no small feat. Starting as a project engineer at The Weitz Company and now as a project manager, Herrera has been turning ideas into impacts for over seven ...
Senior Programmer (due 6/4/23)
The Senior Programmer provides guidance and support for the District's Information Technology (IT), including application development, systems analysis, systems management, project coordination, database management, and user support. The Senior Programmer's contributions are advanced technical skills and breadth of experience applied to ...
No. 20 Turkovic/Spaka Eliminated in NCAA Doubles Round of 16
Computer systems engineering students Amber Kahklen, Carter Dunn, David Mangoli and Hunter White, along with computer science students Maxwell Calhoun and Tanishq Mor, completed a capstone project with industry sponsor Microchip Technology, a provider of microcontroller, mixed-signal, analog and Flash IP solutions.