Survey-guided research course · November 2026

LLM · VLM · Video Research Lab

Research-level learning organized into multi-session tracks. Learn with concrete analogies, rigorous equations, diagrams, interactive simulations and PyTorch. Priority areas: training, efficient inference, vision-language systems and long-video understanding.

14Research tracks
88Sessions in roadmap
46Published lesson pages
0Marked complete

Progress and review

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How to study

Survey overview → intuitive analogy → detailed model diagram → mathematics and tensor shapes → runnable PyTorch → interactive experiment → spaced repetition. Every analogy should state precisely where it stops being valid. No generic filler animations.

Publishing status: The old 46 lessons remain accessible, but lessons 02–46 still need deep scientific expansion. New roadmap entries are planned unless an actual interactive chapter has been published. A session title is not a completed lesson.

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Natural narration

The old browser voice sounded robotic because it used system text-to-speech. The Natural Voice Lab provides an experimental local neural synthesis option using Kokoro in a browser. It also offers system-voice fallback. Long pages and older browsers may synthesize slowly. No API secret is required.