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DeepMind: The Podcast

Af
- Hannah Fry

0 Anmeldelser: 0
Afsnit: 37
Gns. varighed: 37M
Sprog: Engelsk
Format
Kategori: Personlig udvikling

Join mathematician and broadcaster Professor Hannah Fry as she goes behind the scenes of the world-leading research lab to uncover the extraordinary ways AI is transforming our world. No hype. No spin, just compelling discussions and grand scientific ambition.

Episodes

Gemini 2.0 and the evolution of agentic AI with Oriol VinyalsIn this episode, Hannah is joined by Oriol Vinyals, VP of Drastic Research and Gemini co-lead. They discuss the evolution of agents from single-task models to more general-purpose models capable of broader applications, like Gemini. Vinyals guides Hannah through the two-step process behind multi modal models: pre-training (imitation learning) and post-training (reinforcement learning). They discuss the complexities of scaling and the importance of innovation in architecture and training processes. They close on a quick whirlwind tour of some of the new agentic capabilities recently released by Google DeepMind. Note: To see all of the full length demos, including unedited versions, and other videos related to Gemini 2.0 head to YouTube. Future reading/watching: Gemini 2.0 • Decoding Google Gemini with Jeff DeanGaming, Goats & General Intelligence with Frederic Besse Thanks to everyone who made this possible, including but not limited to: Presenter: Professor Hannah Fry Series Producer: Dan Hardoon Editor: Rami Tzabar, TellTale Studios Commissioner & Producer: Emma Yousif Music composition: Eleni Shaw Camera Director and Video Editor: Bernardo Resende Audio Engineer: Perry Rogantin Video Studio Production: Nicholas Duke Video Editor: Bilal Merhi Video Production Design: James Barton Visual Identity and Design: Eleanor Tomlinson Commissioned by Google DeepMind — Subscribe to our YouTube channel Find us on X Follow us on Instagram Add us on Linkedin Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
31
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49M
Project Astra: Exploring a Universal AI Assistant with Greg WayneIn our final episode for the year, we explore Project Astra, a research prototype exploring future capabilities of a universal AI assistant that can understand the world around you. Host Hannah Fry is joined by Greg Wayne, Director in Research at Google DeepMind. They discuss the inspiration behind the research prototype, its current strengths and limitations, as well as potential future use cases. Hannah even gets the chance to put Project Astra's multilingual skills to the test. Further reading / listening: Gemini 2.0Project Astra Decoding Google Gemini with Jeff DeanGaming, Goats & General Intelligence with Frederic Besse Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Editor: Rami Tzabar, TellTale Studios • Commissioner & Producer: Emma Yousif • Music composition: Eleni Shaw • Camera Director and Video Editor: Bernardo Resende • Audio Engineer: Perry Rogantin • Video Studio Production: Nicholas Duke • Video Editor: Bilal Merhi • Video Production Design: James Barton • Visual Identity and Design: Eleanor Tomlinson • Commissioned by Google DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
32
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46M
Is Human Data Enough? With David SilverIn this episode of Google DeepMind: The Podcast, VP of Reinforcement Learning, David Silver, describes his vision for the future of AI, exploring the concept of the "era of experience" versus the current "era of human data". Using AlphaGo and AlphaZero as examples, he highlights how these systems surpassed human capabilities by engaging in reinforcement learning without prior human knowledge. This approach contrasts with large language models, which depend on human data and feedback. Silver emphasizes the need to explore this path to drive AI progress and achieve artificial superintelligence. Timestamps • 00:00 Introduction • 01:50 Era of experience • 03:45 AlphaZero • 10:19 Move 37 • 15:20 Reinforcement learning and human feedback • 24:30 AlphaProof • 29:50 Math Olympiads • 35:00 Experience based methods • 42:56 Hannah's reflections • 44:00 Fan Hui joins ___ Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Series Editor: Rami Tzabar • Commissioner & Producer: Emma Yousif • Music Composition: Eleni Shaw • Audio Engineer: Richard Courtice • Production Manager: Dan Lazard • Video Director and Editor: Bernardo Resende • Video Studio Production: Nicholas Duke • Video Editor: Bilal Merhi • Audio Engineer: Perry Rogantin • Camera and Lighting Operator: Robert Messere • Production Coordination: Zoey Roberts, Sarah Ellen Morton • Visual Identity and Design: Rob Ashley • Commissioned by Google DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
33
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49M
Consciousness, Reasoning and the Philosophy of AI with Murray ShanahanIn this episode, Hannah is once again joined by Murray Shanahan, Professor of Cognitive Robotics at Imperial College London and Principal Scientist at Google DeepMind, for a philosophical deep dive on AI. They explore everything from consciousness and metacognition in animals, to symbolic AI and neural networks. Murray also shares insights into his involvement with the film 'Ex Machina' and discusses the idea of reasoning, anthropomorphism, and the future of AI. Further reading / listening: • Toward the future, S1 Ep 7: https://youtu.be/yf31XT1G1RQ?si=6mAEsQhKwKPWk9oH ___ Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Editor: Rami Tzabar • Commissioner & Producer: Emma Yousif • Music composition: Eleni Shaw • Audio engineer: Richard Courtice • Production Manager: Dan Lazard • Video Director: Bernardo Resende • Video Editor: Alex Baro Cayetano, Bilal Merhi • Audio Engineer: Richard Courtice • Camera and Lighting Operator: Robert Messere • Production Coordination: Zoey Roberts, Sarah Ellen Morton • Visual Identity and Design: Rob Ashley • Commissioned by Google DeepMind ___ • Subscribe to our channel to watch every episode: https://www.youtube.com/@googledeepmind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
34
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40M
AI and the Future of Health with Joelle BarralIn this episode, Professor Hannah Fry interviews Joelle Barral, Senior Director of Research at Google DeepMind, about AI in healthcare. They discuss existing AI applications including image analysis for diabetic retinopathy and the expansion of diagnostic tools as a result of multi-modal models. The conversation highlights AI's potential to improve healthcare delivery, personalize treatment, expand access worldwide, and ultimately, bring back the joy of practicing medicine. Further reading: Med-Gemini AMIE Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Editor: Rami Tzabar • Commissioner & Producer: Emma Yousif • Music: Eleni Shaw • Audio Engineer: Richard Courtice • Production Manager: Dan Lazard • Video Studio Production: Nicholas Duke Video • Director: Bernardo Resende • Video Editor: Bilal Merhi • Audio Engineer: Perry Rogantin • Camera and Lighting Operator: Robert Messere • Production Coordination: Zoey Roberts, Sarah Ellen Morton • Visual Identity and Design: Rob Ashley • Commissioned by Google DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
35
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36M
Redefining Robotics with Carolina ParadaIn this episode, Hannah is joined by Carolina Parada, Senior Director and Head of Robotics at Google DeepMind. They explore the recent leap forward in robotic capabilities, highlighting advancements in multimodal understanding and embodied reasoning, which enable robots to interact with the physical world with unprecedented generality. They dig into the two-system approach - ‘slow and fast thinking‘ - that enables both complex reasoning and rapid, reactive movements. Using examples from robots learning dexterous tasks such as tying shoelaces to adapting to entirely new scenarios in real-time, Parada highlights how key breakthroughs in understanding, dexterity, and control are now coming together to rapidly advance robotics unlike ever before. Further reading/viewing: Gemini RoboticsAdvances in robot dexterityGemini Robotics x YouTube Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Editor: Rami Tzabar • Commissioner & Producer: Emma Yousif • Music: Eleni Shaw • Audio Engineer: Richard Courtice • Production Manager: Dan Lazard • Video Studio Production: Nicholas Duke Video • Director: Bernardo Resende • Video Editor: Bilal Merhi • Audio Engineer: Perry Rogantin • Camera and Lighting Operator: Robert Messere • Production Coordination: Zoey Roberts, Sarah Ellen Morton • Visual Identity and Design: Rob Ashley • Commissioned by Google DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation! Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
36
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44M
A Quest for a Cure: AI Drug Design with Isomorphic LabsIn this episode, host Hannah Fry is joined by Max Jaderberg and Rebecca Paul of Isomorphic Labs to explore the future of drug discovery in the age of AI. They discuss how new technology, particularly AlphaFold 3, is revolutionizing the field by predicting the structure of life’s molecules, paving the way for faster and more efficient drug discovery. They dig into the immense complexities of designing new drugs: How do you find the right molecular key for the right biological lock? How can AI help scientists understand disease better and overcome challenges like drug toxicity? And what about the diseases that are currently considered “undruggable”? Finally, they explore the ultimate impact of this technology, from the future of personalised medicine to the ambitious goal of being able to eventually design treatments for all diseases. Further reading: • AlphaFold 3: https://www.nature.com/articles/s41586-024-07487-w • AlphaFold Server: https://alphafoldserver.com/ • Isomorphic Labs: https://www.isomorphiclabs.com/ • AlphaFold 3 code and weights: https://github.com/google-deepmind/alphafold3 Thanks to everyone who made this possible, including but not limited to: • Presenter: Professor Hannah Fry • Series Producer: Dan Hardoon • Editor: Rami Tzabar • Commissioner & Producer: Emma Yousif • Music composition: Eleni Shaw • Audio engineer: Richard Courtice • Production Manager: Dan Lazard • Studio Manager: Nicholas Duke • Video Director: Bernardo Resende • Video Editor: Bilal Merhi • Audio Engineer: Perry Rogantin • Camera and Lighting Operator: Robert Messere • Production Coordination: Zoey Roberts, Sarah Ellen Morton • Visual Identity and Design: Rob Ashley • Commissioned by Google DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
37
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45M
DeepMind: The Podcast - trailerSelected as “New and Noteworthy” by Apple Podcasts, the highly-praised, award-nominated first season of "DeepMind: The Podcast" explores the fascinating world of artificial intelligence (AI). Join mathematician and broadcaster Hannah Fry as she meets world-class scientists and thinkers as they explain the foundations of AI, explore some of the challenges the field is wrestling with, and dives into the research that's led to breakthroughs like AlphaGo and AlphaFold. Whether you’re a beginner or an experienced researcher, join our journey into the past, present, and future of AI. “I hope what people are going to get out of this series is a better understanding of artificial intelligence, and I hope they also get a great feeling for how exhilarating an endeavour and a journey we’re on.” - Demis Hassabis, CEO and co-founder of DeepMind If you have a question or feedback on the series, message us on Twitter @DeepMind using the hashtag #DMpodcast) or email us at podcast@deepmind.com. Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
1
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3M
AI and Neuroscience: The virtuous circleWhat can the human brain teach us about AI? And what can AI teach us about our own intelligence? These questions underpin a lot of AI research. In this first episode, Hannah meets the DeepMind Neuroscience team to explore these connections and discovers how our brains are like birds’ wings, what training a dog and an AI agent have in common, and why the simplest things for people to do are, paradoxically, often the hardest for machines. If you have a question or feedback on the series, message us on Twitter (@DeepMind using the hashtag #DMpodcast) or email us at podcast@deepmind.com. Further reading BBC: An AI playlistWait But Why: The AI RevolutionCoursera: AI for everyoneMedium: Machine Learning for HumansGoogle Arts & Culture: 25 moments that have defined AIRoyal Society: What is Machine Learning?The Algorithm: A weeklyemail newsletter from MIT Tech ReviewDeepMind blog: neuroscience and AI: a virtuous circleNature: Far-sighted birds plan breakfast the evening before Interviewees in this episode: Deepmind CEO and co-founder, Demis Hassabis; Matt Botvinick, Director of Neuroscience Research; research scientists Jess Hamrick and Greg Wayne; and Director of Research, Koray Kavukcuoglu. Credits: Presenter: Hannah Fry Editor: David Prest Senior Producer: Louisa Field Producers: Amy Racs, Dan Hardoon Binaural Sound: Lucinda Mason-Brown Music composition: Eleni Shaw (with help from Sander Dieleman and WaveNet) Commissioned by DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
2
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34M
Go to ZeroIn March 2016, more than 200 million people watched AlphaGo become first computer program to defeat a professional human player at the game of Go, a milestone in AI research that was considered to be a decade ahead of its time. Since then the team has continued to develop the system and recently unveiled AlphaZero: a program that has taught itself how to play chess, Go, and shogi. Hannah explores the inside story of both with Lead Researcher David Silver and finds out why games are a useful proving ground for AI researchers. She also meets Chess Grandmaster Matthew Sadler and women’s international master Natasha Regan, who have written a book on AlphaZero and its unique gameplay. If you have a question or feedback on the series, message us on Twitter (@DeepMind using the hashtag #DMpodcast) or email us at podcast@deepmind.com. Further reading AlphaGo the documentary • The Surrounding Game: Documentary about the ancient game of GoDeepMind website: AlphaGoGarry Kasparov: Deep ThinkingAI: More than Human - Exhibition at the Barbican Centre • , 2019 and online exhibitDeepMind blog: AlphaZero: Shedding new light on chess, shogi, and GoMatthew Sadler and Natasha Regan: Game Changer - a book about chess and AI • WIRED: What the AI behind AlphaGo can teach us about being human Interviewees: DeepMind CEO Demis Hassabis, Matthew Sadler, chess Grandmaster; Lead Researcher David Silver, Matt Botvinick, Director of Neuroscience Research; and Natasha Regan, women’s international chess master. Credits: Presenter: Hannah Fry Editor: David Prest Senior Producer: Louisa Field Producers: Amy Racs, Dan Hardoon Binaural Sound: Lucinda Mason-Brown Music composition: Eleni Shaw (with help from Sander Dieleman and WaveNet) Commissioned by DeepMind Please leave us a review on Spotify or Apple Podcasts if you enjoyed this episode. We always want to hear from our audience whether that's in the form of feedback, new idea or a guest recommendation!
3
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25M

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