Machine Learning (ML) Projects

1. House Price Prediction – Use regression on housing datasets.
2. Iris Flower Classification – A classic dataset to practice classification.
3. Stock Price Trend Prediction – Predict upward or downward movement.
4. Titanic Survival Prediction – Classification based on passenger data.
5. Movie Recommendation System – Content-based or collaborative filtering.
6. Digit Recognition using MNIST – Use CNN or traditional ML.
7. Spam Email Classifier – Use Naive Bayes or SVM.
8. Sentiment Analysis of Tweets – NLP with classification.
9. Student Performance Prediction – Based on study hours, attendance, etc.
10. Heart Disease Prediction – Use health datasets for binary classification.
11. Loan Eligibility Predictor – Based on financial and demographic data.
12. Fake News Detection – NLP + classification.
13. Resume Screening with ML – Predict job-role fit from resumes.
14. Diabetes Prediction – Use Pima Indians dataset.
15. Image Classifier – Train on CIFAR-10 or your custom dataset.
16. Customer Segmentation – Use K-Means on shopping data.
17. Music Genre Classification – Use audio features and ML.
18. Credit Card Fraud Detection – Use anomaly detection methods.
19. Chatbot using NLP – Rule-based with ML/NLU.
20. Handwritten Equation Solver – Convert image to expression using CNN + OCR.
21. Weather Forecasting System – Regression on temperature data.
22. Traffic Flow Prediction – Use time series forecasting.
23. Crop Yield Prediction – Based on rainfall, soil, temperature data.
24. Air Quality Index Prediction – Environmental ML project.
25. Smart Waste Classification – Classify trash using image data.
26. Driver Drowsiness Detection – Use OpenCV + CNN.
27. Face Mask Detection – Use deep learning with image data.
28. Emotion Detection from Voice – Audio signal processing + ML.
29. Road Sign Recognition System – Classification using CNN.
30. Real-time Object Detection – Use YOLO or MobileNet.
31. Stock Market Price Forecasting – Time series models like LSTM.
32. Text Summarizer – NLP using Transformers.
33. E-commerce Product Recommendation – Hybrid recommender.
34. Fake Review Detection – NLP + classification.
35. Bank Customer Churn Prediction – Predict leaving customers.
36. Energy Consumption Forecasting – Use LSTM for time series.
37. Predicting Car Prices – Regression with multiple factors.
38. Insurance Premium Prediction – Risk analysis model.
39. Music Mood Classifier – ML based on tempo, key, etc.
40. YouTube Video Popularity Predictor – Predict views or likes.
41. ML-based CAPTCHA Solver – CNN for image-based CAPTCHAs.
42. Voice Gender Recognition – Use MFCC + ML classifiers.
43. COVID-19 Detection from Chest X-rays – Deep learning project.
44. ML for Code Autocompletion – NLP on source code.
45. Autonomous Drone Path Optimization – Reinforcement Learning.
46. Food Calorie Estimation from Image – CNN + regression.
47. Self-driving Car Simulation – Use Carla or DonkeyCar + ML.
48. ML-based Cybersecurity Threat Detection – Anomaly-based detection.
49. Sign Language Recognition System – CNN + gesture tracking.
50. ML for Resume-to-Job Matching System – NLP-based ranking algorithm.