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deep learning limitations

François Chollet: Limits of Deep Learning | AI Podcast Clips

Lex Fridman

François Chollet argues that deep learning models are fundamentally limited because they function as massive parametric systems trained via gradient descent to perform point-by-point geometric morphing between input and output spaces. This architecture forces networks to rely on interpolation, meani …

Daniel Kahneman: Deep Learning (System 1 and System 2) | AI Podcast Clips

Lex Fridman

In this discussion on artificial intelligence, Daniel Kahneman contrasts current deep learning systems with human cognition using his framework of System 1 and System 2 thinking. He argues that modern deep learning is primarily a "System 1" product, characterized by rapid pattern matching and high p …