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#306 – Oriol Vinyals: Deep Learning and Artificial General Intelligence

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Conversations that explore technology, history, philosophy, physics, mathematics, biology, chemistry, engineering, AI, robotics, programming, music, film, art, sports, psychology, neuroscience, geopolitics, business, economics, religion, astronomy, and the human condition with people from all walks of life.

Oriol Vinyals is the Research Director and Deep Learning Lead at DeepMind. Please support this podcast by checking out our sponsors:
- Shopify: https://shopify.com/lex to get 14-day free trial
- Weights & Biases: https://lexfridman.com/wnb
- Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off
- Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium

EPISODE LINKS:
Oriol's Twitter: https://twitter.com/oriolvinyalsml
Oriol's publications: https://scholar.google.com/citations?user=NkzyCvUAAAAJ
DeepMind's Twitter: https://twitter.com/DeepMind
DeepMind's Instagram: https://instagram.com/deepmind
DeepMind's Website: https://deepmind.com
Papers:
1. Gato: https://deepmind.com/publications/a-generalist-agent
2. Flamingo: https://deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model
3. Language Models are Few-Shot Learners: https://arxiv.org/abs/2005.14165
4. Emergent Abilities of Large Language Models: https://arxiv.org/abs/2206.07682
5. Attention Is All You Need: https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf

PODCAST INFO:
Podcast website: https://lexfridman.com/podcast
Apple Podcasts: https://apple.co/2lwqZIr
Spotify: https://spoti.fi/2nEwCF8
RSS: https://lexfridman.com/feed/podcast/
YouTube Full Episodes: https://youtube.com/lexfridman
YouTube Clips: https://youtube.com/lexclips

SUPPORT & CONNECT:
- Check out the sponsors above, it's the best way to support this podcast
- Support on Patreon: https://www.patreon.com/lexfridman
- Twitter: https://twitter.com/lexfridman
- Instagram: https://www.instagram.com/lexfridman
- LinkedIn: https://www.linkedin.com/in/lexfridman
- Facebook: https://www.facebook.com/lexfridman
- Medium: https://medium.com/@lexfridman

OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(05:18) - AI
(20:14) - Weights
(26:33) - Gato
(1:01:22) - Meta learning
(1:15:21) - Neural networks
(1:37:46) - Emergence
(1:44:30) - AI sentience
(2:08:27) - AGI

Oriol Vinyals is the Research Director and Deep Learning Lead at DeepMind. Please support this podcast by checking out our sponsors: 
– Shopify: <a href="https://shopify.com/lex">https://shopify.com/lex</a> to get 14-day free trial 
– Weights & Biases: <a href="https://lexfridman.com/wnb">https://lexfridman.com/wnb</a> 
– Magic Spoon: <a href="https://magicspoon.com/lex">https://magicspoon.com/lex</a> and use code LEX to get $5 off 
– Blinkist: <a href="https://blinkist.com/lex">https://blinkist.com/lex</a> and use code LEX to get 25% off premium
EPISODE LINKS: 
Oriol’s Twitter: <a href="https://twitter.com/oriolvinyalsml">https://twitter.com/oriolvinyalsml</a> 
Oriol’s publications: <a href="https://scholar.google.com/citations?user=NkzyCvUAAAAJ">https://scholar.google.com/citations?user=NkzyCvUAAAAJ</a> 
DeepMind’s Twitter: <a href="https://twitter.com/DeepMind">https://twitter.com/DeepMind</a> 
DeepMind’s Instagram: <a href="https://instagram.com/deepmind">https://instagram.com/deepmind</a> 
DeepMind’s Website: <a href="https://deepmind.com">https://deepmind.com</a> 
Papers: 
1. Gato: <a href="https://deepmind.com/publications/a-generalist-agent">https://deepmind.com/publications/a-generalist-agent</a> 
2. Flamingo: <a href="https://deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model">https://deepmind.com/blog/tackling-multiple-tasks-with-a-single-visual-language-model</a> 
3. Language Models are Few-Shot Learners: <a href="https://arxiv.org/abs/2005.14165">https://arxiv.org/abs/2005.14165</a> 
4. Emergent Abilities of Large Language Models: <a href="https://arxiv.org/abs/2206.07682">https://arxiv.org/abs/2206.07682</a> 
5. Attention Is All You Need: <a href="https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf">https://proceedings.neurips.cc/paper/2017/file/3f5ee243547dee91fbd053c1c4a845aa-Paper.pdf</a>
PODCAST INFO: 
Podcast website: <a href="https://lexfridman.com/podcast">https://lexfridman.com/podcast</a> 
Apple Podcasts: <a href="https://apple.co/2lwqZIr">https://apple.co/2lwqZIr</a> 
Spotify: <a href="https://spoti.fi/2nEwCF8">https://spoti.fi/2nEwCF8</a> 
RSS: <a href="https://lexfridman.com/feed/podcast/">https://lexfridman.com/feed/podcast/</a> 
YouTube Full Episodes: <a href="https://youtube.com/lexfridman">https://youtube.com/lexfridman</a> 
YouTube Clips: <a href="https://youtube.com/lexclips">https://youtube.com/lexclips</a>
SUPPORT & CONNECT: 
– Check out the sponsors above, it’s the best way to support this podcast 
– Support on Patreon: <a href="https://www.patreon.com/lexfridman">https://www.patreon.com/lexfridman</a> 
– Twitter: <a href="https://twitter.com/lexfridman">https://twitter.com/lexfridman</a> 
– Instagram: <a href="https://www.instagram.com/lexfridman">https://www.instagram.com/lexfridman</a> 
– LinkedIn: <a href="https://www.linkedin.com/in/lexfridman">https://www.linkedin.com/in/lexfridman</a> 
– Facebook: <a href="https://www.facebook.com/lexfridman">https://www.facebook.com/lexfridman</a> 
– Medium: <a href="https://medium.com/@lexfridman">https://medium.com/@lexfridman</a>
OUTLINE: 
Here’s the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time. 
(00:00) – Introduction 
(05:18) – AI 
(20:14) – Weights 
(26:33) – Gato 
(1:01:22) – Meta learning 
(1:15:21) – Neural networks 
(1:37:46) – Emergence 
(1:44:30) – AI sentience 
(2:08:27) – AGI

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#306 – Oriol Vinyals: Deep Learning and Artificial General Intelligence

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