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Track 02 · Learning track

Deep Learning

From a single neuron to the transformer: the architecture story that leads directly to modern AI.

For: You're comfortable with ML basics and want to know what's inside the black box.

8 stops · 8 live · 8 interactive

  1. Layers of simple math that add up to something strange.

  2. How blame gets assigned through a network.

  3. Why AI progress is measured in chips and megawatts.

  4. The first thing every model does to your words — and the thing that quietly limits what it can do.

  5. The coordinates that give language a sense of direction

  6. The single mechanism behind every model since 2017 — and the one that quietly burns most of the compute.

  7. The architecture that changed what AI could do with language — and then everything else

  8. Why bigger keeps working — and the question of where it stops.

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LLMs & Generative AI