25 Best Mini Machine Learning Project Ideas
Below are 25 practical machine learning mini projects ideal for beginners and final-year students:
House Price Prediction using Linear Regression
Email Spam Classifier
Iris Flower Classification
Stock Price Predictor using LSTM (basic version)
Loan Eligibility Prediction
Movie Recommendation System
Customer Segmentation using K-Means
Credit Card Fraud Detection
Heart Disease Prediction
Car Price Prediction
Wine Quality Prediction
Sentiment Analysis on Product Reviews
Diabetes Prediction using Logistic Regression
Student Marks Predictor
Breast Cancer Detection using SVM
Chatbot using NLP (basic)
Handwritten Digit Recognition using MNIST
Titanic Survival Prediction
Resume Screening using NLP
Real-Time Face Mask Detection (using OpenCV + ML)
Sales Forecasting using Time Series
YouTube Comment Sentiment Analysis
Fake News Detection
Employee Attrition Prediction
Personal Expense Predictor
Each project includes:
Python source code
Dataset (.csv or API-based)
ML model using scikit-learn or TensorFlow (basic)
Performance metrics (accuracy, confusion matrix)
Project report with explanation
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