The "Final Boss" of Deep Learning
Machine Learning Street Talk,
22 Décember 2025
Category theory, after around 9 minutes, in relation to AI.
- 00:00:00 The Failure of LLM Addition & Physics
- 00:01:26 Tool Use vs Intrinsic Model Quality
- 00:03:07 Efficiency Gains via Internalization
- 00:04:28 Geometric Deep Learning & Equivariance
- 00:07:05 Limitations of Group Theory
- 00:09:17 Category Theory: Algebra with Colors
- 00:11:25 The Systematic Guide of Lego-like Math
- 00:13:49 The Alchemy Analogy & Unifying Theory
- 00:15:33 Information Destruction & Reasoning
- 00:18:00 Pathfinding & Monoids in Computation
- 00:20:15 System 2 Reasoning & Error Awareness
- 00:23:31 Analytic vs Synthetic Mathematics
- 00:25:52 Morphisms & Weight Tying Basics
- 00:26:48 2-Categories & Weight Sharing Theory
- 00:28:55 Higher Categories & Emergence
- 00:31:41 Compositionality & Recursive Folds
- 00:34:05 Syntax vs Semantics in Network Design
- 00:36:14 Homomorphisms & Multi-Sorted Syntax
- 00:39:30 The Carrying Problem & Hopf Fibrations
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