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