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

26 de jul. de 2022 2h 15m

Sobre este episódio

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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