Chapter

The Power of Meta-Learning in AI
listen on Spotify
1:02:39 - 1:16:44 (14:04)

The concept of meta-learning now gets expanded upon by looking into the idea of meta, meta, meta learning with the ability to continually build stacks of learning to learn complex rules at a deeper level. This slow learning algorithm is changing the dynamics of a network and becoming its own learning algorithm.

Clips
The slow learning algorithm in recurrent neural networks could give rise to network dynamics that can turn into a powerful learning algorithm.
1:02:39 - 1:07:13 (04:33)
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Recurrent Neural Networks
Summary

The slow learning algorithm in recurrent neural networks could give rise to network dynamics that can turn into a powerful learning algorithm. The longer you train the network using a reinforcement learning algorithm to adjust synaptic weights, the more interesting the activation dynamics become.

Chapter
The Power of Meta-Learning in AI
Episode
#106 – Matt Botvinick: Neuroscience, Psychology, and AI at DeepMind
Podcast
Lex Fridman Podcast
Yaniv Ovadia talks about the idea of meta, meta, meta learning and explores whether there is a limit to how abstract the meta-learning can get, as it builds stacks of learning to learn to learn.
1:07:13 - 1:12:46 (05:33)
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Metalearning
Summary

Yaniv Ovadia talks about the idea of meta, meta, meta learning and explores whether there is a limit to how abstract the meta-learning can get, as it builds stacks of learning to learn to learn.

Chapter
The Power of Meta-Learning in AI
Episode
#106 – Matt Botvinick: Neuroscience, Psychology, and AI at DeepMind
Podcast
Lex Fridman Podcast
This podcast episode explores how the function of memory can be shaped by reinforcement learning through a series of interrelated tasks, as well as the role of dopamine in temporal difference learning.
1:12:46 - 1:16:44 (03:57)
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Reinforcement Learning
Summary

This podcast episode explores how the function of memory can be shaped by reinforcement learning through a series of interrelated tasks, as well as the role of dopamine in temporal difference learning.

Chapter
The Power of Meta-Learning in AI
Episode
#106 – Matt Botvinick: Neuroscience, Psychology, and AI at DeepMind
Podcast
Lex Fridman Podcast