TED Tech DeepMind's Demis Hassabis on the future of AI | The TED Interview
Mar 15, 2024
Demis Hassabis, founder of DeepMind, discusses the future and controversy of AI. Topics include AlphaGo beating world champions, gaming in tech, and the revolutionary impact of AlphaFold on protein research.
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Prediction Is Core To Intelligence
- Reinforcement learning trains predictive capability, aligning with the brain's dopamine-based TD learning.
- Intelligence hinges on predicting outcomes and updating models when predictions are violated.
Self-Play Creates Emergent Learning
- Self-play and league-style training produce open-ended improvement by creating adversarial curricula.
- Those methods generalize beyond games to environments where agents and opponents co-evolve strategies.
Scale Can Unlock New Capacities
- Large-scale language models surprised the field by crossing qualitative thresholds when scaled massively.
- Scaling can unlock emergent capabilities not evident in smaller models.