AI & ML • 10 min read

20 Data Science Project Ideas for Beginners to Advanced (2025)

Data science and analytics project ideas with datasets, tools, and implementation guides for your college blackbook.

Data Science combines statistics, programming, and domain knowledge. Here are the best project ideas.

Beginner Data Science Projects 1. Exploratory Data Analysis on Titanic Dataset 2. Sales Prediction using Linear Regression 3. COVID-19 Data Visualization Dashboard 4. Movie Rating Analysis 5. Customer Segmentation using K-Means

Intermediate Projects 6. Credit Card Fraud Detection 7. Natural Language Processing on News Articles 8. Social Media Sentiment Dashboard 9. Real Estate Price Prediction 10. Supply Chain Optimization

Advanced Projects 11. Recommendation Engine (Netflix-style) 12. Time Series Forecasting for Stock Market 13. Deep Learning Image Classification 14. Autonomous Driving Object Detection 15. Healthcare Disease Prediction System

Analytics Projects 16. Google Analytics Data Study 17. A/B Testing Framework 18. Customer Lifetime Value Prediction 19. Market Basket Analysis 20. Churn Prediction Dashboard

Tools & Libraries - Python, R, SQL - pandas, numpy, matplotlib, seaborn - scikit-learn, TensorFlow, Keras - Tableau, Power BI for visualization

Generate your Data Science blackbook with theory on statistics, ML algorithms, and data visualization!