Discover Top 100 Machine Learning ideas for 2025 final year students. Includes real-time, deep learning, IoT, and app development projects by Aislyn Tech.
1.
Movie Recommendation System
2.
Email Spam Detection using NLP
3.
Stock Price Prediction with Linear Regression
4.
Customer Segmentation using K-Means
5.
House Price Prediction using Regression
6.
Sentiment Analysis for Product Reviews
7.
Handwritten Digit Recognition (MNIST)
8.
Fake News Detector using NLP
9.
Titanic Survival Predictor
10.
Iris Flower Classification
11.
Credit Card Fraud Detection
12.
Chatbot using NLTK
13.
Sales Forecasting Web App
14.
Wine Quality Prediction
15.
Weather Prediction using Regression
16.
Diabetes Prediction using Logistic Regression
17.
Breast Cancer Classification (Wisconsin Dataset)
18.
Employee Attrition Prediction
19.
Loan Approval Prediction
20.
Heart Disease Prediction
21.
Movie Genre Classifier using NLP
22.
Amazon Alexa Review Sentiment
23.
Book Recommendation System
24.
Restaurant Rating Predictor
25.
Used Car Price Prediction
26.
Bike Sharing Demand Prediction
27.
Airline Passenger Satisfaction
28.
SEO Keyword Suggestion using NLP
29.
Crop Recommendation System
30.
Personalized News Recommender
31.
Spotify Song Popularity Prediction
32.
Online Payment Fraud Detection
33.
YouTube Video Category Predictor
34.
Smart Traffic Prediction System
35.
Bitcoin Price Prediction using LSTM
36.
Human Activity Recognition (Smartphone Data)
37.
Social Media Post Reach Predictor
38.
Employee Salary Prediction
39.
Insurance Claim Prediction
40.
Flight Delay Prediction
41.
Real Estate Price Prediction
42.
Energy Consumption Forecasting
43.
Mobile Price Range Classification
44.
Student Performance Predictor
45.
Forest Fire Prediction using Weather Data
46.
Obesity Level Prediction
47.
Liver Disease Prediction
48.
Kidney Disease Prediction
49.
Parkinson Disease Detection
50.
Mental Health Survey Analysis
51.
Image Caption Generator using CNN + LSTM
52.
Object Detection using YOLOv8
53.
Face Recognition System
54.
Pose Estimation using OpenPose
55.
Self-Driving Car Simulation using CNN
56.
Traffic Sign Recognition System
57.
Pneumonia Detection using Chest X-Ray
58.
Brain Tumor Segmentation using U-Net
59.
Automatic Number Plate Recognition
60.
Skin Cancer Classification using CNN
61.
Real-Time Face Mask Detection
62.
Colorization of Black & White Images
63.
Dog Breed Classification using Transfer Learning
64.
Satellite Image Segmentation
65.
Plant Disease Classification using CNN
66.
Food Calorie Estimation using Image
67.
Driver Drowsiness Detection System
68.
Document Scanner using OpenCV
69.
Sign Language Recognition System
70.
Emotion Detection from Facial Expressions
71.
Age and Gender Prediction using CNN
72.
Retinal Disease Detection using Deep Learning
73.
Hand Gesture Recognition System
74.
Video Summarization using Deep Learning
75.
License Plate Detection with OCR
76.
Pedestrian Detection using HOG + SVM
77.
Thermal Image Analysis for Fever Detection
78.
Underwater Object Detection for Marine Life
79.
Anomaly Detection in Surveillance Videos
80.
Handwriting Recognition using CNN + RNN
81.
Optical Music Score Recognition
82.
AI Based Attendance with Face Recognition
83.
Wild Animal Detection using YOLO
84.
Car Model Recognition from Images
85.
Real-Time Signboard Text Recognition
86.
Garbage Classification for Recycling
87.
Fruit Freshness Detection using CNN
88.
Mask R-CNN for Instance Segmentation
89.
People Counting System using OpenCV
90.
Action Recognition in Videos using 3D CNN
91.
Medical Image Segmentation using Attention U-Net
92.
Scene Text Detection using CTPN
93.
Real-Time Currency Note Recognition
94.
Skeleton Based Action Recognition
95.
Person Re-Identification using Siamese Network
96.
Synthetic Image Generation using GANs
97.
AI Model for Depth Estimation from Single Image
98.
Visual Question Answering (VQA) System
99.
Cross-View Image Geo-Localization
100.
Multimodal Hate Speech Detection using Images + Text
