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About Taco Cohen
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Classroom Contents
Categorical Causality and Systems Theory - From Structural Models to Dynamical Systems
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- 1 Introduction
- 2 About Taco Cohen
- 3 Why study globality
- 4 Why study category theory
- 5 Outline
- 6 Structural causal model
- 7 Causal base net
- 8 Intervention vs Conditioning
- 9 Invariance
- 10 Demo
- 11 Language Modeling
- 12 Potential Outcome Function
- 13 Causal Representation Learning
- 14 Causal Models
- 15 Group Theory
- 16 Markov Categories
- 17 Free CDU Categories
- 18 Comp Factorization
- 19 Future of AI
- 20 Causal Models are Abstractions
- 21 Ambiguous Interventions
- 22 Other Issues
- 23 Domino Example
- 24 Pearl Galas Halpern
- 25 Open dynamical systems
- 26 Systems Theory
