AlphaGenome author roundtable
Join the Google DeepMind Genomics team for a deep dive into AlphaGenome. In this video, Dhavi (Product Manager) is joined by Ziga (Genomics Lead) and AlphaGenome first authors Natasha, Jun, and Tom to share the story behind AlphaGenome, their unified DNA sequence-to-function model recently published in Nature.
They discuss how the team built a system useful for decoding the 98% of the human genome that is non-coding - helping scientists predict the functional impact of genetic variants with unprecedented accuracy.
Plus, hear about the engineering breakthroughs required to process long sequen…
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Chapters (5)
Intros
0:39
Part 1 The Big Picture: Why AlphaGenome?
6:28
Part 2 The Model: What’s new and how we built it
19:26
Part 3 From Model to API: Opening it up
23:29
Part 4 The Future: What’s next and how to get involved
Playlist
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RL Course by David Silver - Lecture 9: Exploration and Exploitation
Google DeepMind
RL Course by David Silver - Lecture 8: Integrating Learning and Planning
Google DeepMind
RL Course by David Silver - Lecture 1: Introduction to Reinforcement Learning
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RL Course by David Silver - Lecture 2: Markov Decision Process
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RL Course by David Silver - Lecture 5: Model Free Control
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RL Course by David Silver - Lecture 6: Value Function Approximation
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RL Course by David Silver - Lecture 4: Model-Free Prediction
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RL Course by David Silver - Lecture 3: Planning by Dynamic Programming
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RL Course by David Silver - Lecture 10: Classic Games
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RL Course by David Silver - Lecture 7: Policy Gradient Methods
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Google DeepMind: Ground-breaking AlphaGo masters the game of Go
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Match 1 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
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Match 2 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
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Match 1 15 min Summary - Google DeepMind Challenge Match
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Match 3 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
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Match 2 15 Minute Summary - Google DeepMind Challenge Match 2016
Google DeepMind
Match 3 15 Minute Summary - Google DeepMind Challenge Match 2016
Google DeepMind
Match 4 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
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Match 4 15 Minute Summary - Google DeepMind Challenge Match 2016
Google DeepMind
Match 5 - Google DeepMind Challenge Match: Lee Sedol vs AlphaGo
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Match 5 15 Minute Summary - Google DeepMind Challenge Match 2016
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DQN SPACE INVADERS
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DQN Breakout
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Asynchronous Methods for Deep Reinforcement Learning: Labyrinth
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Asynchronous Methods for Deep Reinforcement Learning: MuJoCo
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Asynchronous Methods for Deep Reinforcement Learning: TORCS
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DeepMind Health – Moorfields Eye Hospital London Collaboration
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Mustafa Suleyman – New Ways for Technology to Enhance Patient Care – King's Fund 5th July 2016
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DeepMind Health - Patient and Public Engagement Event
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Differentiable neural computer family tree inference task
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StarCraft II DeepMind feature layer API
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DeepMind Health – Partnership with the Royal Free London NHS Foundation Trust
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DeepMind Health – Michael Wise – a patient's journey
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Streams – a platform for a digital NHS
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DeepMind Lab - Nav Maze Level 1
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DeepMind Lab - Stairway to Melon Level
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DeepMind Lab - Laser Tag Space Bounce Level (Hard)
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Exploring the mysteries of Go with AlphaGo and China's top players
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Demis Hassabis on AlphaGo: its legacy and the 'Future of Go Summit' in Wuzhen, China
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The Future of Go Summit, Match One: Ke Jie & AlphaGo
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The Future of Go Summit: AlphaGo & Ke Jie match 1 moves analysis
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The Future of Go Summit, Match Two: Ke Jie & AlphaGo
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The Future of Go Summit: AlphaGo & Ke Jie match 2 moves analysis
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The Future of Go Summit: AlphaGo Pair Go & Team Go
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The Future of Go Summit, Match Three: Ke Jie & AlphaGo
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The Future of Go Summit: Pair Go moves analysis
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The Future of Go Summit: AlphaGo & Ke Jie match 3 moves analysis
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Emergence of Locomotion Behaviours in Rich Environments
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NIPS 2015 Symposium: Brains, Minds and Machines (Demis Hassabis)
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StarCraft II 'mini games' for AI research
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Trained and untrained agents play StarCraft II full 1vs1 game
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DeepMind open source PySC2 toolset for Starcraft II
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ICML 2017: Test of Time Award (Sylvain Gelly & David Silver)
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Ke Jie and DeepMind's Go Ambassador Fan Hui review the 3rd AlphaGo vs Ke Jie game
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Ke Jie and DeepMind's Go Ambassador Fan Hui review the 1st AlphaGo vs Ke Jie game
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Ke Jie and DeepMind's Go Ambassador Fan Hui review the 2nd AlphaGo vs Ke Jie game
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AlphaGo Zero: Discovering new knowledge
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AlphaGo Zero: Starting from scratch
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DeepMind Health - What Patients Want From Tech: Patient Engagement Events 2017 (with subtitles)
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DeepMind Health - What Patients Want From Tech: Patient Engagement Events 2017
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DeepCamp AI