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Creativity, Compositionality, and Intelligence
episode icon Machine Learning Street Talk (MLST)
#96 Prof. PEDRO DOMINGOS - There are no infinities, utility functions, neurosymbolic
Pedro Domingos, Professor Emeritus of Computer Scien... more
Dec 30 2022 2h 49m
Creativity, Compositionality, and Intelligence
Chapter 1 1 min
Introduction
Chapter 2 10 mins
Galaxtica / misinformation / gatekeeping
Chapter 3 3 mins
Is there a master algorithm?
Chapter 4 5 mins
Limits of our understanding&nbsp
Chapter 5 5 mins
Intentionality, Agency, Creativity
Chapter 6 1 min
Compositionality&nbsp
Chapter 7 5 mins
Digital Physics / It from bit / Wolfram&nbsp
Chapter 8 8 mins
Alignment / Utility functions
Chapter 9 2 mins
Meritocracy &nbsp
Chapter 10 14 mins
Game theory&nbsp
Chapter 11 11 mins
EA/consequentialism/Utility
Chapter 12 8 mins
Emergence / relationalism&nbsp
Chapter 13 6 mins
Markov logic&nbsp
Chapter 14 3 mins
Moving away from anthropocentrism&nbsp
Chapter 15 24 mins
Neurosymbolic / infinity / tensor algerbra
Chapter 16 3 mins
Abstraction
Chapter 17 5 mins
Symmetries / Geometric DL
Chapter 18 3 mins
Bias variance trade off&nbsp
Chapter 19 7 mins
What seen at neurips
Chapter 20 15 mins
Chalmers talk on LLMs
Chapter 21 4 mins
Definition of intelligence
Chapter 22 2 mins
LLMs&nbsp
Chapter 23 5 mins
On experts in different fields
Chapter 24 1 min
Back to intelligence
Chapter 25 7 mins
Spline theory / extrapolation
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