Tracks

Three routes, one curriculum

A track is a reading order, not a paywall or a separate course. Every lesson stays open to everyone; the track decides what you see first and how much emphasis the derivations get.

Novice

Start from zero

12 modules · 369 lessons

Concept first, notation second. Every lesson opens with an intuition section and a diagram before any symbol appears, and the heavier derivations are collapsed out of your way.

Best if: New to the field, or returning after a long gap.

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Practitioner

Ship working systems

14 modules · 512 lessons

Weighted towards code, metrics, failure modes and deployment. You get the maths you need to debug a model, plus the engineering the textbooks leave out.

Best if: Building models or LLM applications in industry.

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Researcher

Derive it yourself

17 modules · 534 lessons

Full derivations, proofs, theoretical framing and the papers behind each idea. Assumes you want the ELBO derived rather than quoted.

Best if: Preparing for GATE DA, postgraduate study or research work.

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