#306 – Oriol Vinyals: Deep Learning and Artificial General Intelligence
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About this episode
<p>Oriol Vinyals is the Research Director and Deep Learning Lead at DeepMind. Please support this podcast by checking out our sponsors:<br />
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<p><b>EPISODE LINKS:</b><br />
Oriol’s Twitter: <a href="https://twitter.com/oriolvinyalsml">https://twitter.com/oriolvinyalsml</a><br />
Oriol’s publications: <a href="https://scholar.google.com/citations?user=NkzyCvUAAAAJ">https://scholar.google.com/citations?user=NkzyCvUAAAAJ</a><br />
DeepMind’s Twitter: <a href="https://twitter.com/DeepMind">https://twitter.com/DeepMind</a><br />
DeepMind’s Instagram: <a href="https://instagram.com/deepmind">https://instagram.com/deepmind</a><br />
DeepMind’s Website: <a href="https://deepmind.com">https://deepmind.com</a><br />
Papers:<br />
1. Gato: <a href="https://deepmind.com/publications/a-generalist-agent">https://deepmind.com/publications/a-generalist-agent</a><br />
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><br />
3. Language Models are Few-Shot Learners: <a href="https://arxiv.org/abs/2005.14165">https://arxiv.org/abs/2005.14165</a><br />
4. Emergent Abilities of Large Language Models: <a href="https://arxiv.org/abs/2206.07682">https://arxiv.org/abs/2206.07682</a><br />
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></p>
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<p><b>OUTLINE:</b><br />
Here’s the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.<br />
(00:00) – Introduction<br />
(05:18) – AI<br />
(20:14) – Weights<br />
(26:33) – Gato<br />
(1:01:22) – Meta learning<br />
(1:15:21) – Neural networks<br />
(1:37:46) – Emergence<br />
(1:44:30) – AI sentience<br />
(2:08:27) – AGI</p>