Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI | Lex Fridman Podcast #56

ℹ️ EPISODE INFO

Released

December 11, 2019

Duration

1h 23m

Channel

Lex Fridman Podcast

Watch on YouTube

▶ Open ↗

🎤 SPEAKERS

• Lex Fridman

  host

• Judea Pearl

  guest

• Narrator

  other

🧾 EPISODE SUMMARY

In this episode of Lex Fridman Podcast, featuring Lex Fridman and Judea Pearl, Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI | Lex Fridman Podcast #56 explores judea Pearl explains causal reasoning as missing key to true AI Judea Pearl discusses how modern AI and statistics largely ignore causality, operating mostly on probabilistic association rather than true cause-and-effect reasoning. He explains his framework for causal inference: causal diagrams, the do-operator for interventions, and counterfactuals for explanation, responsibility, and free will. Pearl argues that intelligent systems must be able to represent causal models, answer "what if" and "why" questions, and learn from interventions much like children do through playful interaction. The conversation ranges from the philosophy of determinism and free will to ethics, the dangers of a new AI "species," religion, political violence, and the legacy of his son, journalist Daniel Pearl.

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