Learning roadmap
Python roadmap — from beginner to job-ready
A practical sequence for college students, career switchers, and developers. Self-study works until you get stuck—then live mentorship helps you debug, finish projects, and stay accountable.
Phase 1: Core Python
- Variables, loops, functions
- Lists, dicts, files
- Debugging habits
Phase 2: Intermediate skills
- OOP and clean code
- Error handling
- Small CLI or web mini-projects
Phase 3: Data foundations
- NumPy arrays
- Pandas data cleaning
- Ready for ML notebooks
Phase 4: Next: ML or AI
- Machine learning basics
- Or applied RAG / generative AI