Innovative project ideas for Computer Science students
Computer Science is a growing study case field, with new advances finding their way, every day. Projects are included to encourage the application of theoretical knowledge to real, practical use, in turn engaging in a better learning experience.
Presenting innovative Final Year Projects for computer science cse with such progressive ideas, will provide unimaginable academic and career breakthroughs. Projects, as mentioned below, will also act as evident knowledge for skillset expectations at IT / ITeS and coding related job roles.
The study areas one’s assignment would cover, is chosen by the students themselves, hence initiating an in depth interest into their needs and potentially creating an insight.
Let us look into some of the innovative, accessible project ideas that could possibly be your niche and more –
- Computerized traffic offence documentation system
With road traffic injuries being an alarming reason for health issues in major parts of the world, this project is aimed at keeping records of traffic offenders safe and to maintain better record management of the databases. This project will also help in focusing on enabling better infrastructure by data management to avoid accidents caused by road users.
This system will be designed specifically for handling crime statistics and offences. The design and database are mostly dependent on parameters like, name of the offender, offence committed and minute details such as date, time and place of the committed traffic offence.
MySQL can be used as the system program to implement the system as it provides a fast and reliable medium, is low cost for updating, entering and retrieving information. Although MySQL is considered to be a simple programming language and has low usability, this project will require a dedicated amount of time and effort to set up a good and strong foundation.
2. Evaluation of academic performance
Education institutions all have a unique grading system. This project involves using the Fuzzy Logic method to create an evaluation system using parameters like attendance, internal scores and external scores, registration numbers etc. These parameters will be used to evaluate final academic performance. Conventional measures will not be used for this project, but the fuzzy interference system will be, for more accuracy. This developed project can also be customized and used for registration processes, checklists, office administrative processes, etc. by using relevant parameters.
To avoid any errors while developing the project, student information has to be uploaded accurately. Data entry with any wrong information, will lead to imprecise results.
3. Emotion recognition software
With the usage of integrated audio system, an emotion recognition system will be developed in this project. The programs that can be used for the project are Python, RNN algorithm, Support vector machine and Convolutional Neural network. To work on the preparation of various voice samples, Vox celebrity dataset can be used along with using the Librosa package to label and extract audio samples of the same. This application works impeccably for users with a hearing impairment.
This practical project helps students get hands on experience to improve their real world skills. This product can be used in ENT specialised hospitals, speech and hearing enabled schools and research centres etc.
4. Public news application
This project is an informative public service app, which keeps the users be aware of the occurrences, trending news and exciting events around them based on their location. This can be made using the Android Studio as the front end and SQL server as the back end. With the admin supervising the kind of news that goes out to the users, two modules will be involved in the running app. This will help prevent any spread of fake news and misuse of the platform. Irrelevant and inaccurate news will take the back stage under this set up. The news on the app will be categorized based on various interesting topics, hence, not limiting to just trending news, but also a variety of required, necessary information.
This app also enables users to upload news on their own, the credibility of which, of course, will be monitored by the admin. This enables the app to also act as an event platform for users to upload to and know from. The users can upload images and title to support and update the news uploaded by them. Users will have to register into the app to have access to the app and add details like their user mail ID, and access to location details, for more accuracy, hence creating a database of users.
5. Sentimental analysis for product rating / review
Sentiment analysis is data mining in which people’s opinions are calculated based on their propensity with the usage of NLP (Natural Language Processor). This project will be developed to create an accessible rating system which involves emotions and sentiments to analyze the worth and quality of a product. The type of sentiment analysis used here would be detecting emotion. Lexicons will be used to recognize emotion, a failure at which ML algorithms can be used. Basic knowledge of either Python or R will help working on this project as well.
This project can be worked on as a search engine extension, helping users understand the emotional review aligned with the products in their cart, by choice. This would be a consumer oriented extension, focusing on enabling a more detailed decision making process for the users. Users will also be able to leave their review through the extension, in turn, creating a database for product giants like Amazon or any online webstore to assess what their chunk of ratings consist of, and on what basis. This helps assess demand and supply details and an easier market research.
For users, this also enables them to understand honest opinions about products and leave honest to good reviews.
To conclude…
These are some of the innovative Final Year Projects for computer science cse ideas that can be toyed around with and made your own! These projects serve as a good learning experience to begin with. Other intermediate and advanced projects can be developed with the help of all the basic knowledge and experience you gain by working on the above projects. Working on the listed project ideas above will help you improve your Python and SQL skills.
It is highly advisable to work on real world projects to improve and sell your skillset to recruiters. Adding your projects on your resume will only enhance your chance and help you stand out among the pool.
The confidence gained by working on these projects will help you approach more advanced ideas with the right mindset to tackle, learn and ace in. Good Luck!