Data science is a highly in-demand skill in today’s technology-focused world. Undergraduate students looking to build a strong foundation in data science must work on hands-on projects. These projects not only help in understanding concepts like machine learning, AI, deep learning, and NLP but also improve problem-solving skills and enhance portfolios for job opportunities.
In this blog, we have compiled 100 best data science project topics for undergraduates covering different domains, from machine learning to big data, to help students find the perfect project idea. Whether you’re a beginner or an advanced learner, you’ll find a suitable topic to start with.
Before starting a data science project, mastering programming skills is crucial. If you’re looking for the best tools to learn programming, check out our detailed guide.
100 Best Data Science Project Topics for Undergraduates
Before starting with beginner-friendly projects, watch this video tutorial on building your first data science project.
1. Machine Learning Projects
- House Price Prediction Using Regression
- Customer Segmentation Using K-Means Clustering
- Stock Market Price Prediction Using LSTM
- Credit Card Fraud Detection
- Movie Recommendation System
- Handwritten Digit Recognition with CNN
- Employee Attrition Prediction Model
- Fake News Detection Using NLP
- E-commerce Review Sentiment Analysis
- Automated Resume Screening
You can find useful datasets for these projects on Kaggle.
2. Deep Learning Projects
- Image Classification Using CNN
- Chatbot Development Using Deep Learning
- Human Activity Recognition Using LSTMs
- Text-to-Speech Conversion Model
- AI-Powered Virtual Assistant
- Self-Driving Car Simulation
- Medical Image Analysis for Disease Detection
- Hand Gesture Recognition for Sign Language
- Face Mask Detection System
- AI-Based Music Recommendation System
3. Natural Language Processing (NLP) Projects
- Sentiment Analysis of Tweets
- Spam Email Classification
- Named Entity Recognition (NER)
- Speech-to-Text Converter
- Question Answering System
- Text Summarization Using NLP
- Language Translation Model
- Plagiarism Detection System
- Resume Parsing for HR Automation
- Opinion Mining from Product Reviews
For hands-on NLP tutorials, check out Stanford NLP Course and TensorFlow Tutorials.
4. Big Data and Data Analytics Projects
- Predictive Analytics for Sales Forecasting
- Customer Churn Prediction
- Analyzing COVID-19 Trends Using Big Data
- Social Media Analytics Dashboard
- Traffic Flow Prediction Using Big Data
- Anomaly Detection in Network Traffic
- Airline Flight Delay Prediction
- E-commerce Sales Data Analysis
- Fraud Detection in Banking Transactions
- Electricity Consumption Forecasting
If you are interested in big data, you can explore Google’s public datasets on BigQuery.
5. Healthcare Data Science Projects
- Heart Disease Prediction Model
- Diabetes Prediction Using ML
- Brain Tumor Detection Using Deep Learning
- Personalized Medicine Recommendation
- COVID-19 Diagnosis from Chest X-rays
- AI-Based Drug Discovery
- Disease Outbreak Prediction
- Predicting Mental Health Issues from Social Media Data
- Medical Chatbot for Healthcare Assistance
- Smart Wearable Health Monitoring System
6. Finance and Business Analytics Projects
- Stock Market Analysis Dashboard
- Loan Approval Prediction System
- Customer Credit Scoring Model
- Fraud Detection in Online Transactions
- Predicting Cryptocurrency Prices
- Sales Demand Forecasting
- Expense Tracker with Data Visualization
- AI-Powered Investment Advisor
- Automated Tax Filing System
- Employee Performance Analytics
7. IoT and Smart Systems Projects
- Smart Traffic Management System
- AI-Based Home Automation
- Real-Time Weather Forecasting
- IoT-Based Smart Parking System
- Air Pollution Prediction Using ML
- AI-Enabled Smart Agriculture
- Water Quality Monitoring System
- Smart Waste Management System
- IoT-Based Industrial Automation
- Smart Energy Meter Using AI
8. Cybersecurity and Ethical AI Projects
- Intrusion Detection System
- AI-Powered Phishing Detection
- Secure User Authentication System
- Face Recognition-Based Security System
- Encrypted Cloud Storage System
- AI-Powered Cyber Threat Detection
- Blockchain for Secure Voting System
- Fake Account Detection on Social Media
- Privacy-Preserving AI Models
- AI for Ethical Decision-Making
9. Social Good and Environmental Projects
- AI-Based Disaster Prediction System
- Smart Traffic Congestion Management
- Predicting Renewable Energy Generation
- AI for Wildlife Conservation
- Smart Waste Sorting Using AI
- Early Warning System for Natural Disasters
- Water Scarcity Prediction Model
- AI-Powered Disaster Relief Planning
- Automated Fire Detection System
- AI-Enabled Public Safety Monitoring
10. Miscellaneous and Fun Projects
- AI-Powered Resume Builder
- Personal Finance Budgeting Tool
- AI-Powered Virtual News Anchor
- AI-Generated Art and Paintings
- AI-Based Personal Diet Planner
- AI-Powered Personal Trainer
- Automated Student Attendance System
- Smart Chatbot for College Queries
- AI-Based Resume Screening System
- AI-Powered Smart Mirror with Voice Assistance
Conclusion
These 100 data science project topics provide undergraduates with a diverse range of ideas across different domains. Whether you’re interested in machine learning, deep learning, NLP, or IoT, these projects will help you build a strong portfolio and gain hands-on experience. Select a topic that aligns with your skills and interests, and start coding today!
For more data science project ideas and tutorials, stay tuned to our blog!