Complete Learning Roadmap

Phase 1 — Foundations (4–6 weeks)

• Python basics: variables, loops, functions, files
• Math refresh: algebra, calculus basics, probability
• NumPy & pandas
• ML Beginner Course

Phase 2 — Classical ML (6–8 weeks)

• ML Intermediate
• Practice on Kaggle tabular competitions
• Regression Playground
• ML Quiz

Phase 3 — Deep Learning (8–10 weeks)

• ML Advanced
• Neural Network Simulator
• Build a small image classifier project

Phase 4 — AI Systems (ongoing)

• AI Beginner → Intermediate → Advanced
• AI Quiz
• Capstone: RAG chatbot or RL game agent