Applied ML, free and open
Learn the foundations of applied ML the way production engineers use them.
8 tracks and 31 short courses, from linear algebra to multi-agent systems and distributed inference. Every lesson ends in a notebook that runs and an exercise.
2 lessons published so far, with more added every week.
- C16LLM Agents and Tool Calling5 lessons3 hPlanned
- C17RAG End to End5 lessons3.5 hPlanned
- C18Multi-Agent Orchestration7 lessons4 hPlanned
- C26Agent Protocols: MCP and Agent-to-Agent (A2A)6 lessons3.5 hPlanned
- C27LLM Evaluation and LLM-as-a-Judge7 lessons3.5 hPlanned
- C19Agent Evaluation and Safety5 lessons3 hPlanned
- C28Agent Observability7 lessons3.5 hPlanned