Learn by shipping real AI systems.
Project-based courses for working engineers moving into AI, ML, and data. Build free Python, SQL, and visual machine-learning foundations in your browser. Each course is independent and built around what you ship.
SQL for AI/ML Production
Learn the SQL you'll actually run on the job by querying an AI startup's warehouse: LLM cost ledgers, prompt-template versions, retrieval traces, eval runs, retention cohorts. Every lesson is one challenge against the same warehouse you'd see in production. Personalized to your skill level so you only see the modules you actually need.
Python for AI/ML Production
Production Python for AI and ML engineering: 235 hands-on lessons across 67 modules, every one of them running in your browser. Starts at the runtime and the core data structures, then turns to the craft an AI system needs once it has real users: failure policy, bounded work, cost metering, streaming, and logs you can query. Ends on three staged capstone builds. Built for developers and data practitioners moving into AI engineering. Personalized to your skill level so you only see the modules you actually need.
Basic Machine Learning
Learn essential machine-learning models through animated calculations, intuitive experiments, and tiny guided Python notebooks.
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