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Foundations is free. Pro unlocks the full ML engineering curriculum, unlimited AI tutor access, and certificates.

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  • All 7 Foundations modules (50+ lessons)
  • Foundations flashcards
  • Interactive Pyodide coding exercises
  • 10 AI tutor messages per day
  • Classical ML curriculum (Part 1)
  • AI Engineering curriculum (Part 2)
  • Open Source LLMs curriculum (Part 3)
  • Interview prep content
  • Unlimited AI tutor
  • Certificates of completion
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$19 / month
  • Everything in Free
  • Classical ML curriculum (Part 1)
  • AI Engineering curriculum (Part 2)
  • Open Source LLMs curriculum (Part 3)
  • Interview prep content
  • Flashcards for all modules
  • Unlimited AI tutor
  • Certificates of completion
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Common questions

What's included in Foundations?

Foundations covers Python, Software Design, Data Systems, Numerical Computing, Probability & Statistics, and APIs & Async — 7 complete modules with 50+ lessons, interactive coding exercises, and flashcards. It's free, no credit card required.

What is the AI tutor?

The AI tutor is a context-aware assistant that knows which lesson you're on. Ask it to explain a concept, debug your code, or give you a harder challenge. Free accounts get 10 messages per day. Pro is unlimited.

When does Part 1 launch?

Classical ML (Part 1) is in active development. Pro subscribers will get access as lessons ship — you won't be charged for content that isn't ready yet.

Can I cancel?

Yes, anytime. Monthly subscribers keep access until the end of their billing period. Annual subscribers can cancel and won't be charged for the next year.