Computer science

Theoretical Computer Science
  1. ★★★★☆ Computable functions (with mu recursion) + universal turing machine
  2. ★★★★★ Meaningful things are stuff the universe possesses a semantics for (older versions: [crash course on logic] [godel and time travel])
  3. ★★★☆☆ Ordinals and well-founded recursion 
Information theory
  1. ★★★★☆ Information and bits
  2. ★★★★☆ Entropy, optimal compression and invertible change of variables
  3. ★★★★☆ Information theory of multiple random variables
  4. Information geometry -- ref
Cognitive science
  1. ★★☆☆☆ Riddles and mental models 
  2. Train of thought and mental heuristics: search, pattern-matching, problem-solving, simulation, reasoning, forming and expanding mental models, rationalization and narrative-forming 
  3. Memory etc.

  1. ★★★☆☆ Machine learning as function approximation
  2. ★★★☆☆ Machine learning and information theory 
  3. ★★★☆☆ Causation and: semi-supervised learning
  4. ★★★☆☆ Causation and: transfer learning
  5. Causation and reinforcement learning
  6. Causation and belief propagation
  7. ★★☆☆☆ Image processing and convolutions

Neuromorphism and hardware optimization

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