- 15 Project Ideas For CSE
- 1. Face Detection and Recognition
- 2. Stock Prediction Analysis
- 3. Online White Board
- 4. Chatbots
- 5. Spam Filtering
- 6. Sentiment Analysis for Product Rating
- 7. Sales Forecasting
- 8. Signature Verification
- 9. Speech to Text
- 10. Uber Data Analysis
- 11. Create Apps on Kubernetes
- 12. Bank Management Software
- 13. Automated Patient and Doctor Handling System
- 14. Web Scraping Using Beautiful Soup
- 15. Election Analysis
- To Conclude
Computer Science projects are the best way to build your practical knowledge and enhance your skills in programming. If someone is looking for a job in the IT sector, then the practical knowledge of programming can help them land an ideal job in the IT industry. At the same time, you might want to work on one of those project ideas for CSE that helps you efficiently use all the aspects of computer science such as coding, analysis, designing, algorithms, basic theory, etc. Working on projects helps you to get hands-on experience in this field.
Most of the interviewers or hiring managers ask about the project on which the candidate had worked. It helps them understand the hands-on experience of a candidate on different frameworks. The practical experience that a candidate gain helps them work away with longer retention of applied skills.
Check Out Projects From Different Domains
Let’s see the top 15 project ideas for CSE that will make a mark in your resume and help you in career building.
15 Project Ideas For CSE
- Face Detection and Recognition
- Stock Prediction Analysis
- Online White Board
- Chatbots
- Spam Filtering
- Sentiment Analysis for Product Rating
- Sales Forecasting
- Signature Verification
- Speech to Text
- Uber Data Analysis
- Create Apps on Kubernetes
- Bank Management Software
- Automated Patient and Doctor Handling System
- Web Scraping Using Beautiful Soup
- Election Analysis
1. Face Detection and Recognition
Face detection and recognition are widely popular surveillance techniques. It detects and analyzes distinct facial features. Here, Principal Component Analysis is the most successful technique in face detection. It is used for image recognition and compression. Prediction, redundancy removal, feature extraction, data compression are some of the applications of PCA. Here are some steps that can help you start with the face detection project.
- Install all the required libraries as per the program needs.
- Detect faces on which you need to perform the facial recognition.
- Collect data from various resources.
- Train and Test your data.
- Start facial detection and recognition.
Facial recognition technology has many applications such as crowd surveillance, mugshots matching, video content indexing, personal identification, entrance security, etc.
2. Stock Prediction Analysis
Stock prediction can help determine and predict stock prices behavior. With the help of the Regression Algorithm or Random Forest technique, we can design our stock prediction model. The stock prediction requires lots of data of previous stock processes based on which data cleaning is performed. Then the suitable algorithm is applied to train the model, and then the tests are done on that model to make future predictions of the stock market. Once the model reaches the appropriate level of accuracy, we can deploy it and take its benefits.
Multiple companies are using stock prediction to determine stock market behavior.
3. Online White Board
For those who are still beginners in the field of programming and want to start with essential and straightforward projects, they can work on projects like an online whiteboard. This is one of the project ideas for CSE that can be efficiently designed with Javascript. You can include features like pen, shapes, eraser options. Along with this, you can include undo/redo option, export images or PDF on a whiteboard, etc. While working on this project candidate should know Data structure and algorithms, JavaScript, Jquery, HTML, CSS, and Canva.
4. Chatbots
Chatbot has become one of the standard applications to interact with customers via text or speech. Most companies deploy the Chatbot on their websites to give fast replies to their customers—this helps reduce man force and reduce delay in responses. The spaCy is a python library for Natural Language Processing (NLP). This helps developers to make interactive applications for NLP. It can understand a large volume of text. When combined with a machine-learning algorithm, it generates several types of responses. It helps the developer design the Chatbot using Python and gives relevant responses to the Chatbot customers.
5. Spam Filtering
This is an open practical application to save people from theft and threats. Today emails and SMS are the most commonly used communication services. With the help of emails and SMS, many companies share spam advertisements, promotions, awards, rewards, money, unsafe links, etc. Using Tensorflow and Deep learning algorithms such as Recurrent neural networks and LSTMs can help predict spam messages with up to 99% accuracy.
6. Sentiment Analysis for Product Rating
Now, companies provide ratings to their products by user sentiments present in customers’ comments. The user comments are processed, and sentiment analysis methodology is applied. This comment is analyzed, and ratings are provided to the product based on the overall sentiments present on the comment. It is easy to decide whether the product or service is good or bad, and user can quickly leave their review on the product or the services. The only disadvantage of using this technique is that it only matches the keyword stored in the database and ignores all others.
7. Sales Forecasting
Analyzing and predicting the future market is the main objective of any of the best project ideas for CSE. Every store requires predicting future sales to plan its inventory accordingly. This helps to plan their business and staffing as per future growth. This project includes multiple factors to determine and predict the future demand and need as per the business.
- Data Analysis: Analysis of the sales data and store data
- Data Pre-processing: Cleaning, Merging, and Splitting the data
- Dependent Variable: To determine which variables need to be used in the project
- Models: Building models based on sales forecasting of the business
8. Signature Verification
This project helps validate whether the given signature is real or fake. The system stores the original signature and then analyzes the signature based on the original feed signature, and it will tell whether the signature is original or not. Due to online work, it has become important o keep the document’s authenticity, and it would be a great project in the computer science domain.
With digital image processing and neural networks, this project can be built from scratch. It will require lots of data to train and resize the model, and then we need to build the convolutional neural network model for implementation.
9. Speech to Text
This is one of the project ideas for CSE that helps to convert the speech into text by using Python. Today there is a massive demand for Deep Learning and Natural Language Processing to work on data. Working on this project needs a proper understanding of the problem statement and extracting technique of Audio Signal. There are different features extraction techniques from an Audio Signal and a speech-to-text model in Python.
10. Uber Data Analysis
The NYC Taxi and Limousine Commission (TLC) datasets about Uber’s ridership are popular in data analytics. This data can be used to analyze Uber bookings in any particular location. Using Python, NumPy, Seaborn, Matplotlib, etc., can be used to analyze which hour in a day or which days in a month people have used this pickup facility. This helps businesses to predict future needs and areas where they can improve their business.
11. Create Apps on Kubernetes
With the digital transformation, many companies are moving towards cloud-native platforms. It has become essential to know how Docker and Kubernetes help businesses achieve digital transformation. Apps build on Kubernetes have various technologies, and it improves their resiliency. The deployment is highly resilient because of the ability to swap the environment with little or no change in the code. The Docker and Kubernetes together become innovative cloud architectural technology, and it is used for quick deployment and release. Taking up free online courses and gaining kubernetes certificates will help build your resume.
12. Bank Management Software
It can be a beginner’s project idea for CSE to work on. A person can present all the deposits and withdraw from a user account. It should show the cash inflow at any time and allow withdrawing cash if there is sufficient balance. Also, there can be the calculation of the rate of interest. In addition to this, the programmer can work on different types of accounts, such as recurring deposit accounts that do not allow withdrawal till the maturation date. It can be efficiently designed using Java language.
13. Automated Patient and Doctor Handling System
This application is helpful for both patient and doctor book and schedule appointments. The doctors can enable empty slots available, and the patient can book their slots accordingly. Also, this system can help to store the medical history of the patient. So, whenever patients login into the system, they can look into the prescription suggested by the doctors. Also, the doctor can see those reports to understand the improvements in the patient body from previous tests and reports. It is easily manageable, and patients don’t need to wait for doctor appointments.
14. Web Scraping Using Beautiful Soup
Web scraping is a beautiful and helpful technique to extract raw data from the website. The data analyst can use this extracted information to store this in various formats and do analysis for decision-making purposes. Beautiful Soup is a python package for parsing HTML and XML documents and extracting data from them. It works as a favorite parser to yield idiomatic searching, navigating, and modifying the parse tree.
15. Election Analysis
During the election, the news channels and newspapers are filled with exit and opinion polls. The interactive charts and figures are part of data analytics and visualization. In this, Python and R play a significant role. In this project idea for CSE, you can analyze any election data using R language to understand the political scenario that existed in the past and how it could change in the upcoming years.
Also Read: Latest Technologies in Computer Science in 2022
To Conclude
So, this article shows how creative and exciting projects are there to work on in computer science. These projects will add a skill to your resume and help you gain practical knowledge in your career that is in demand in today’s market. Power ahead in your career with certified online courses and degrees from world-class universities.