Roadmap
AI
Build applied AI products — from ML basics to LLM apps you can ship.
- Timeline
- 28 weeks
- Projects
- 3
- Tech
- 6
- Cert
- AI Pathway Certificate
Roadmap summary
Build applied AI products — from ML basics to LLM apps you can ship.
Skill tree
Week 1: Python + math — NumPy, probability, ML base Week 7: Classical ML — Models, metrics, pipelines Week 13: Deep learning — NNs and fine-tuning intro Week 18: LLM applications — Prompting, RAG, tools Week 24: Production AI — Evals, serving, guardrails
Technologies
Python, PyTorch, LLMs, RAG, FastAPI, Evals
Projects along the way
• Classifier service • RAG assistant • Agent workflow
Certification
AI Pathway Certificate