Machine Learning - Roadmap
Beginner
Exploratory Data Analysis (EDA) Portfolio
Iris Flower Classification
Titanic Survival Prediction
Housing Price Predictor
Customer Churn Predictor
Intermediate
Build Your Own Linear Regression
Image Classification System
Sentiment Analysis System
Stock Price Predictor
Recommendation System
Advanced
Build Your Own Neural Network
Real-time Face Recognition System
Automated ML Pipeline
Language Model From Scratch
A/B Testing Framework
Image Generation System
Multi-Language NLP Pipeline
Reinforcement Learning Game AI
Real-Time Fraud Detection System
Build Your Own AutoML
MLOps Pipeline
Distributed ML System