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44 episodes with pushmeet kohli
2 episodes with pushmeet kohli
3 episodes with pushmeet kohli
2 episodes with pushmeet kohli
Today GoogleDeepMind released AlphaEvolve: a Gemini coding agent for algorithm discovery. It beat the famous Strassen algorithm for matrix multiplication set 56 years ago. Google has been killing it recently. We had early access to the paper and interviewed the researchers behind the work.AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithmshttps://deepmind.google/discover/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/Authors: Alexander Novikov*, Ngân Vũ*, Marvin Eisenberger*, Emilien Dupont*, Po-Sen Huang*, Adam Zsolt Wagner*, Sergey Shirobokov*, Borislav Kozlovskii*, Francisco J. R. Ruiz, Abbas Mehrabian, M. Pawan Kumar, Abigail See, Swarat Chaudhuri, George Holland, Alex Davies, Sebastian Nowozin, Pushmeet Kohli, Matej Balog*(* indicates equal contribution or special designation, if defined elsewhere)SPONSOR MESSAGES:***Tufa AI Labs is a brand new research lab in Zurich started by Benjamin Crouzier focussed on o-series style reasoning and AGI. They are hiring a Chief Engineer and ML engineers. Events in Zurich. Goto https://tufalabs.ai/***AlphaEvolve works like a very smart, tireless programmer. It uses powerful AI language models (like Gemini) to generate ideas for computer code. Then, it uses an "evolutionary" process – like survival of the fittest for programs. It tries out many different program ideas, automatically tests how well they solve a problem, and then uses the best ones to inspire new, even better programs.Beyond this mathematical breakthrough, AlphaEvolve has already been used to improve real-world systems at Google, such as making their massive data centers run more efficiently and even speeding up the training of the AI models that power AlphaEvolve itself. The discussion also covers how humans work with AlphaEvolve, the challenges of making AI discover things, and the exciting future of AI helping scientists make new discoveries.In short, AlphaEvolve is a powerful new AI tool that can invent new algorithms and solve complex problems, showing how AI can be a creative partner in science and engineering.Guests:Matej Balog: https://x.com/matejbalogAlexander Novikov: https://x.com/SashaVNovikovREFS:MAP Elites [Jean-Baptiste Mouret, Jeff Clune]https://arxiv.org/abs/1504.04909FunSearch [Bernardino Romera-Paredes, Mohammadamin Barekatain, Alexander Novikov, Matej Balog, M. Pawan Kumar, Emilien Dupont, Francisco J. R. Ruiz, Jordan S. Ellenberg, Pengming Wang, Omar Fawzi, Pushmeet Kohli & Alhussein Fawzi]https://www.nature.com/articles/s41586-023-06924-6TOC:[00:00:00] Introduction: Alpha Evolve's Breakthroughs, DeepMind's Lineage, and Real-World Impact[00:12:06] Introducing AlphaEvolve: Concept, Evolutionary Algorithms, and Architecture[00:16:56] Search Challenges: The Halting Problem and Enabling Creative Leaps[00:23:20] Knowledge Augmentation: Self-Generated Data, Meta-Prompting, and Library Learning[00:29:08] Matrix Multiplication Breakthrough: From Strassen to AlphaEvolve's 48 Multiplications[00:39:11] Problem Representation: Direct Solutions, Constructors, and Search Algorithms[00:46:06] Developer Reflections: Surprising Outcomes and Superiority over Simple LLM Sampling[00:51:42] Algorithmic Improvement: Hill Climbing, Program Synthesis, and Intelligibility[01:00:24] Real-World Application: Complex Evaluations and Robotics[01:05:39] Role of LLMs & Future: Advanced Models, Recursive Self-Improvement, and Human-AI Collaboration[01:11:22] Resource Considerations: Compute Costs of AlphaEvolveThis is a trial of posting videos on Spotify, thoughts? Email me or chat in our Discord
In this episode, Professor Hannah Fry sits down with Pushmeet Kohli, VP of Research at Google DeepMind to discuss AI's impact on scientific discovery. They go on a whirlwind tour of scientific projects, touching on recent breakthroughs in AlphaFold, material science, weather forecasting, and mathematics to better understand how AI can enhance our scientific understanding of the world.Further reading:Millions of new materials discovered with deep learningGraphCast: AI model for faster and more accurate global weather forecastingAlphaFold: A breakthrough unfolds (S2,E1)AlphaGeometry: An Olympiad-level AI system for geometryAI achieves silver-medal standard solving International Mathematical Olympiad problemsPresenter: Professor Hannah FrySeries Producer: Dan HardoonEditor: Rami Tzabar, TellTale Studios Commissioner & Producer: Emma YousifMusic composition: Eleni Shaw Camera Director and Video Editor: Tommy BruceAudio Engineer: Perry RogantinVideo Studio Production: Nicholas DukeVideo Editor: Bilal MerhiVideo Production Design: James BartonVisual Identity and Design: Eleanor TomlinsonProduction support: Mo Dawoud Commissioned by Google DeepMind Want to share feedback? Why not leave a review on your favorite streaming platform? Have a suggestion for a guest that we should have on next? Leave us a comment on YouTube and stay tuned for future episodes.
We may be on the cusp of a revolution in medicine, thanks to tools like AlphaFold, the technology for Google DeepMind, which helps scientists predict and see the shapes of thousands of proteins. How does AlphaFold work, what difference is it actually making in science, and what kinds of mysteries could it unlock? Today's guest is Pushmeet Kohli. He is the head of AI for science at DeepMind. We talk about proteins, why they matter, why they're challenging, how AlphaFold could accelerate and expand the hunt for miracle drugs, and what tools like AlphaFold tell us about the mystery of the cosmos and our efforts to understand it. If you have questions, observations, or ideas for future episodes, email us at PlainEnglish@Spotify.com. Host: Derek Thompson Guest: Pushmeet Kohli Producer: Devon Baroldi Learn more about your ad choices. Visit podcastchoices.com/adchoices
This week, with hundreds of thousands of people joining online political rallies for Kamala Harris, we discuss whether 2024 is suddenly becoming the Zoom election, and what that means for both parties' political organizing. Then, Pushmeet Kohli, a computer scientist at Google DeepMind, joins us for a conversation about how his team's new A.I. models just hit a silver medal score on the International Mathematical Olympiad exam. And finally, it's time for a new round of HatGPT! This time, it's a special Olympics tech edition. Guest:Pushmeet Kohli, vice president of research at Google DeepMind Additional Reading:Liberal “White Dudes” Rally for Harris: “It's Like a Rainbow of Beige”Move Over, Mathematicians, Here Comes AlphaProofNow Narrating the Olympics: A.I.-Al Michaels We want to hear from you. Email us at hardfork@nytimes.com. Find “Hard Fork” on YouTubeand TikTok.
In this episode, originally recorded for the a16z Podcast, host Steph Smith interviews Pushmeet Kohli, DeepMind's VP of Research focused on AI for science. They are joined by a16z Bio + Health founding partner Vijay Pande.Together, they discuss AI at scale, and its power to transform science.
In recent years, the AI landscape has seen huge advancements, from the release of Dall-E 2 in April 2022 to the emergence of AI music and video models in early 2024.While creative tools often steal the spotlight, AlphaFold 2 marked a groundbreaking AI breakthrough in biology in 2021. Since its release, this pioneering tool for predicting protein structures has been utilized by over 1.7 million scientists worldwide, influencing fields ranging from genomics to computational chemistry.In this episode, DeepMind's VP of Research for Science, Pushmeet Kohli, and a16z General Partner Vijay Pande discuss the transformative potential of AI in scientific exploration. Can AI lead to fundamentally new discoveries in science? Let's find out. Resources: Find Pushmeet on Twitter: https://twitter.com/pushmeetFind Vijay on Twitter: https://twitter.com/vijaypandeLearn more about Google DeepMind: https://deepmind.googleRead DeepMind's AlphaFold whitepaper: https://deepmind.google/discover/blog/a-glimpse-of-the-next-generation-of-alphafoldRead DeepMind's AlphaGeometry: https://deepmind.google/discover/blog/alphageometry-an-olympiad-level-ai-system-for-geometryRead DeepMind's research on new materials: https://deepmind.google/discover/blog/millions-of-new-materials-discovered-with-deep-learning/Read DeepMind's paper on FunSearch, focused on new discoveries in mathematics: https://deepmind.google/discover/blog/funsearch-making-new-discoveries-in-mathematical-sciences-using-large-language-models Stay Updated: Find a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://twitter.com/stephsmithioPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.
Pushmeet Kohli is vice president of research at DeepMind, an AI research group that is part of Google. Every protein has a unique shape. And understanding a protein's shape is key to understanding how proteins work to keep us healthy, and what goes wrong when we get sick. But, for decades, figuring out the shape of a protein was a hard problem that could take years of work. Then Pushmeet and his colleagues built an AI model called AlphaFold that could accurately predict the shape of hundreds of millions of proteins. It's one of the most impressive real-world AI success stories that we've seen so far. And it turns out that the lessons of AlphaFold also hold broader lessons for solving problems with AI.See omnystudio.com/listener for privacy information.
Discussions about artificial intelligence tend to focus on its risks, but there is also excitement on the horizon. AI tools, like the models beneath ChatGPT, are being increasingly used by scientists for everything from finding new drugs and materials to predicting the shapes of proteins. Self-driving lab robots could take things even further towards making new discoveries. As it gets ever more useful, could AI change the scientific process altogether?Jane Dyson, structural biologist at the Scripps Research Institute in La Jolla, California, explains why Google DeepMind's AlphaFold tool is useful, but scientists should be aware of its limitations. This week, Google DeepMind released a new tool to unpick the link between genes and disease, as Pushmeet Kohli, head of the company's “AI for Science” team, explains. Also, Kunal Patel, one of our producers, meets Erik Bjurström, a researcher at Chalmers University of Technology and Ross King, a professor of Machine Intelligence at Chalmers University of Technology and at the University of Cambridge. They explain why self-driving lab robots could make research more efficient. Alok Jha, The Economist's science and technology editor hosts, with Abby Bertics, our science correspondent and Tom Standage, deputy editor. Sign up for Economist Podcasts+ now and get 50% off your subscription with our limited time offer: economist.com/podcastsplus-babbage. You will not be charged until Economist Podcasts+ launches.If you're already a subscriber to The Economist, you'll have full access to all our shows as part of your subscription.For more information about Economist Podcasts+, including how to get access, please visit our FAQs page. Hosted on Acast. See acast.com/privacy for more information.
Discussions about artificial intelligence tend to focus on its risks, but there is also excitement on the horizon. AI tools, like the models beneath ChatGPT, are being increasingly used by scientists for everything from finding new drugs and materials to predicting the shapes of proteins. Self-driving lab robots could take things even further towards making new discoveries. As it gets ever more useful, could AI change the scientific process altogether?Jane Dyson, structural biologist at the Scripps Research Institute in La Jolla, California, explains why Google DeepMind's AlphaFold tool is useful, but scientists should be aware of its limitations. This week, Google DeepMind released a new tool to unpick the link between genes and disease, as Pushmeet Kohli, head of the company's “AI for Science” team, explains. Also, Kunal Patel, one of our producers, meets Erik Bjurström, a researcher at Chalmers University of Technology and Ross King, a professor of Machine Intelligence at Chalmers University of Technology and at the University of Cambridge. They explain why self-driving lab robots could make research more efficient. Alok Jha, The Economist's science and technology editor hosts, with Abby Bertics, our science correspondent and Tom Standage, deputy editor. Sign up for Economist Podcasts+ now and get 50% off your subscription with our limited time offer: economist.com/podcastsplus-babbage. You will not be charged until Economist Podcasts+ launches.If you're already a subscriber to The Economist, you'll have full access to all our shows as part of your subscription.For more information about Economist Podcasts+, including how to get access, please visit our FAQs page. Hosted on Acast. See acast.com/privacy for more information.
Martin Riedmiller of Google DeepMind on controlling nuclear fusion plasma in a tokamak with RL, the original Deep Q-Network, Neural Fitted Q-Iteration, Collect and Infer, AGI for control systems, and tons more! Martin Riedmiller is a research scientist and team lead at DeepMind. Featured References Magnetic control of tokamak plasmas through deep reinforcement learning Jonas Degrave, Federico Felici, Jonas Buchli, Michael Neunert, Brendan Tracey, Francesco Carpanese, Timo Ewalds, Roland Hafner, Abbas Abdolmaleki, Diego de las Casas, Craig Donner, Leslie Fritz, Cristian Galperti, Andrea Huber, James Keeling, Maria Tsimpoukelli, Jackie Kay, Antoine Merle, Jean-Marc Moret, Seb Noury, Federico Pesamosca, David Pfau, Olivier Sauter, Cristian Sommariva, Stefano Coda, Basil Duval, Ambrogio Fasoli, Pushmeet Kohli, Koray Kavukcuoglu, Demis Hassabis & Martin Riedmiller Human-level control through deep reinforcement learning Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A Rusu, Joel Veness, Marc G Bellemare, Alex Graves, Martin Riedmiller, Andreas K Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis Neural fitted Q iteration–first experiences with a data efficient neural reinforcement learning method Martin Riedmiller
“I think the way we do medicine these days is broken.” - Michael Snyder In this second episode, join host Bruno Giussani as he examines the specific tools powering the biological revolution. He is joined by Michael Snyder, geneticist and founder of the Snyder Lab at Stanford University, to talk about wearable technologies; by Pushmeet Kohli, AI for Science Lead at Deepmind (a subsidiary of Alphabet) to understand AlphaFold, the machine learning system capable of predicting the structure of nearly all proteins known to science, and its impacts; and Ben Perry, medicinal chemist at the Drugs for Neglected Diseases Initiative (DNDI) to talk about AlphaFold's benefits for drug development. Guests: Michael Snyder, Pushmeet Kohli, Ben Perry Host: Bruno Giussani Production CERN, Geneva: Claudia Marcelloni, Lila Mabiala, Sofia Hurst Whistledown Productions, London: Will Yates and Sandra Kanthal Copyright: CERN, 2022
“We are so taken in by technology that we forget that technology is a tool that should be used with an outcome in mind.” - Soumya Swaminathan In this episode, host Bruno Giussani and his guests wade through the quagmire of healthtech ethics and fairness, exploring topics such as how the notions of right and wrong are changed by technology, data ownership and privacy, mind-manipulation technologies and the marvels of machine-learning systems which often are black boxes that not even the specialists understand. In conversation with Bruno are Soumya Swaminathan, chief scientist of the WHO; George Church, the founding father of genomics; Pushmeet Kohli from DeepMind; technoethicist and entrepreneur Juan Enriquez; neuroscientist Olaf Blanke of the Swiss Federal Institute of Technology; and Nobel laureate Jennifer Doudna. Guests: Soumya Swaminathan, George Church, Pushmeet Kohli, Juan Enriquez, Olaf Blanke, Jennifer Doudna Host: Bruno Giussani Production CERN, Geneva: Claudia Marcelloni, Lila Mabiala, Sofia Hurst Whistledown Productions, London: Will Yates and Sandra Kanthal Copyright: CERN, 2022
#alphatensor #deepmind #ai Matrix multiplication is the most used mathematical operation in all of science and engineering. Speeding this up has massive consequences. Thus, over the years, this operation has become more and more optimized. A fascinating discovery was made when it was shown that one actually needs less than N^3 multiplication operations to multiply to NxN matrices. DeepMind goes a step further and creates AlphaTensor, a Deep Reinforcement Learning algorithm that plays a single-player game, TensorGame, in order to find even more optimized algorithms for matrix multiplication. And it turns out, there exists a plethora of undiscovered matrix multiplication algorithms, which not only will make everything from computers to smart toasters faster, but also bring new insights into fundamental math and complexity theory. Sponsor: Assembly AI Link: https://www.assemblyai.com/?utm_source=youtube&utm_medium=social&utm_campaign=yannic_sentiment OUTLINE: 0:00 - Intro 1:50 - Sponsor: Assembly AI (link in description) 3:25 - What even is Matrix Multiplication? 6:10 - A very astounding fact 8:45 - Trading multiplications for additions 12:35 - Matrix Multiplication as a Tensor 17:30 - Tensor Decompositions 20:30 - A formal way of finding multiplication algorithms 31:00 - How to formulate this as a game? 39:30 - A brief primer on AlphaZero / MCTS 45:40 - The Results 48:15 - Optimizing for different hardware 52:40 - Expanding fundamental math 53:45 - Summary & Final Comments Paper: https://www.nature.com/articles/s41586-022-05172-4 Title: Discovering faster matrix multiplication algorithms with reinforcement learning Abstract: Improving the efficiency of algorithms for fundamental computations can have a widespread impact, as it can affect the overall speed of a large amount of computations. Matrix multiplication is one such primitive task, occurring in many systems—from neural networks to scientific computing routines. The automatic discovery of algorithms using machine learning offers the prospect of reaching beyond human intuition and outperforming the current best human-designed algorithms. However, automating the algorithm discovery procedure is intricate, as the space of possible algorithms is enormous. Here we report a deep reinforcement learning approach based on AlphaZero1 for discovering efficient and provably correct algorithms for the multiplication of arbitrary matrices. Our agent, AlphaTensor, is trained to play a single-player game where the objective is finding tensor decompositions within a finite factor space. AlphaTensor discovered algorithms that outperform the state-of-the-art complexity for many matrix sizes. Particularly relevant is the case of 4 × 4 matrices in a finite field, where AlphaTensor's algorithm improves on Strassen's two-level algorithm for the first time, to our knowledge, since its discovery 50 years ago2. We further showcase the flexibility of AlphaTensor through different use-cases: algorithms with state-of-the-art complexity for structured matrix multiplication and improved practical efficiency by optimizing matrix multiplication for runtime on specific hardware. Our results highlight AlphaTensor's ability to accelerate the process of algorithmic discovery on a range of problems, and to optimize for different criteria. Authors: Alhussein Fawzi, Matej Balog, Aja Huang, Thomas Hubert, Bernardino Romera-Paredes, Mohammadamin Barekatain, Alexander Novikov, Francisco J. R. Ruiz, Julian Schrittwieser, Grzegorz Swirszcz, David Silver, Demis Hassabis & Pushmeet Kohli
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. Episode segments --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
An interview with the creators of AlphaCode! Paper review video here: https://youtu.be/s9UAOmyah1A OUTLINE: 0:00 - Intro 1:10 - Media Reception 5:10 - How did the project go from start to finish? 9:15 - Does the model understand its own code? 14:45 - Are there plans to reduce the number of samples? 16:15 - Could one do smarter filtering of samples? 18:55 - How crucial are the public test cases? 21:55 - Could we imagine an adversarial method? 24:45 - How are coding problems even made? 27:40 - Does AlphaCode evaluate a solution's asymptotic complexity? 33:15 - Are our sampling procedures inappropriate for diversity? 36:30 - Are all generated solutions as instructive as the example? 41:30 - How are synthetic examples created during training? 42:30 - What were high and low points during this research? 45:25 - What was the most valid criticism after publication? 47:40 - What are applications in the real world? 51:00 - Where do we go from here? Paper: https://storage.googleapis.com/deepmi... Code: https://github.com/deepmind/code_cont... Abstract: Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating innovations in AI has proven challenging. Recent large-scale language models have demonstrated an impressive ability to generate code, and are now able to complete simple programming tasks. However, these models still perform poorly when evaluated on more complex, unseen problems that require problem-solving skills beyond simply translating instructions into code. For example, competitive programming problems which require an understanding of algorithms and complex natural language remain extremely challenging. To address this gap, we introduce AlphaCode, a system for code generation that can create novel solutions to these problems that require deeper reasoning. Evaluated on recent programming competitions on the Codeforces platform, AlphaCode achieved on average a ranking of top 54.3% in programming competitions with more than 5,000 participants. We found that three key components were critical to achieve good and reliable performance: (1) an extensive and clean competitive programming dataset for training and evaluation, (2) large and efficient-to-sample transformer-based architectures, and (3) large-scale model sampling to explore the search space, followed by filtering based on program behavior to a small set of submissions. Authors: Yujia Li, David Choi, Junyoung Chung, Nate Kushman, Julian Schrittwieser, Rémi Leblond, Tom Eccles, James Keeling, Felix Gimeno, Agustin Dal Lago, Thomas Hubert, Peter Choy, Cyprien de Masson d'Autume, Igor Babuschkin, Xinyun Chen, Po-Sen Huang, Johannes Welbl, Sven Gowal, Alexey Cherepanov, James Molloy, Daniel J. Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu and Oriol Vinyals Links: Merch: store.ykilcher.com TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher Twitter: https://twitter.com/ykilcher Discord: https://discord.gg/4H8xxDF BitChute: https://www.bitchute.com/channel/yann... LinkedIn: https://www.linkedin.com/in/ykilcher BiliBili: https://space.bilibili.com/2017636191 If you want to support me, the best thing to do is to share out the content :) If you want to support me financially (completely optional and voluntary, but a lot of people have asked for this): SubscribeStar: https://www.subscribestar.com/yannick... Patreon: https://www.patreon.com/yannickilcher
#ai #alphacode #deepmind AlphaCode is an automated system that can solve competitive programing exercises. The authors found an interesting combination of language models, large-scale sampling, and clever techniques to filter and subsequently cluster the resulting programs, which lets the system perform on the level of an average competitor in real competitions. In this video, we take a deep dive into AlphaCode's design, architecture, and experimental evaluation. The paper is very well structured and the empirical results are super interesting! OUTLINE: 0:00 - Intro 2:10 - Paper Overview 3:30 - An example problem from competitive programming 8:00 - AlphaCode system overview 14:00 - Filtering out wrong solutions 17:15 - Clustering equivalent generated programs 21:50 - Model configurations & engineering choices 24:30 - Adding privileged information to the input & more tricks 28:15 - Experimental Results (very interesting!) Paper: https://storage.googleapis.com/deepmi... Code: https://github.com/deepmind/code_cont... Abstract: Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating innovations in AI has proven challenging. Recent large-scale language models have demonstrated an impressive ability to generate code, and are now able to complete simple programming tasks. However, these models still perform poorly when evaluated on more complex, unseen problems that require problem-solving skills beyond simply translating instructions into code. For example, competitive programming problems which require an understanding of algorithms and complex natural language remain extremely challenging. To address this gap, we introduce AlphaCode, a system for code generation that can create novel solutions to these problems that require deeper reasoning. Evaluated on recent programming competitions on the Codeforces platform, AlphaCode achieved on average a ranking of top 54.3% in programming competitions with more than 5,000 participants. We found that three key components were critical to achieve good and reliable performance: (1) an extensive and clean competitive programming dataset for training and evaluation, (2) large and efficient-to-sample transformer-based architectures, and (3) large-scale model sampling to explore the search space, followed by filtering based on program behavior to a small set of submissions. Authors: Yujia Li, David Choi, Junyoung Chung, Nate Kushman, Julian Schrittwieser, Rémi Leblond, Tom Eccles, James Keeling, Felix Gimeno, Agustin Dal Lago, Thomas Hubert, Peter Choy, Cyprien de Masson d'Autume, Igor Babuschkin, Xinyun Chen, Po-Sen Huang, Johannes Welbl, Sven Gowal, Alexey Cherepanov, James Molloy, Daniel J. Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando de Freitas, Koray Kavukcuoglu and Oriol Vinyals Links: Merch: store.ykilcher.com TabNine Code Completion (Referral): http://bit.ly/tabnine-yannick YouTube: https://www.youtube.com/c/yannickilcher Twitter: https://twitter.com/ykilcher Discord: https://discord.gg/4H8xxDF BitChute: https://www.bitchute.com/channel/yann... LinkedIn: https://www.linkedin.com/in/ykilcher BiliBili: https://space.bilibili.com/2017636191 If you want to support me, the best thing to do is to share out the content :) If you want to support me financially (completely optional and voluntary, but a lot of people have asked for this): SubscribeStar: https://www.subscribestar.com/yannick... Patreon: https://www.patreon.com/yannickilcher Bitcoin (BTC): bc1q49lsw3q325tr58ygf8sudx2dqfguclvngvy2cq
Step inside DeepMind's laboratories and you'll find researchers studying DNA to understand the mysteries of life, seeking new ways to use nuclear energy, or putting AI to the test in mind-bending areas of maths. In this episode, Hannah meets Pushmeet Kohli, the head of science at DeepMind, to understand how AI is accelerating scientific progress. Listeners also join Hannah on a [virtual] safari in the Serengeti in East Africa to find out how researchers are using AI to conserve wildlife in one of the world's most spectacular ecosystems. For questions or feedback on the series, message us on Twitter @DeepMind or email podcast@deepmind.com. Interviewees: DeepMind's Demis Hassabis, Pushmeet Kohli & Sarah Jane Dunn; Meredith Palmer of the Princeton University CreditsPresenter: Hannah FrySeries Producer: Dan HardoonProduction support: Jill AchinekuSounds design: Emma BarnabyMusic composition: Eleni ShawSound Engineer: Nigel AppletonEditor: David PrestCommissioned by DeepMind Thank you to everyone who made this season possible! Further reading:Using AI for scientific discovery, DeepMind: https://deepmind.com/blog/article/AlphaFold-Using-AI-for-scientific-discoveryDeepMind's Demis Hassabis on its breakthrough scientific discoveries, WIRED: https://www.youtube.com/watch?v=2WRow9FqUbwThe AI revolution in scientific research, The Royal Society: https://royalsociety.org/-/media/policy/projects/ai-and-society/AI-revolution-in-science.pdfDOE Explains...Tokamaks, Office of Science: https://www.energy.gov/science/doe-explainstokamaksHow AI Accidentally Learned Ecology by Playing StarCraft, Discover: https://www.discovermagazine.com/technology/how-ai-accidentally-learned-ecology-by-playing-starcraftGoogle AI can identify wildlife from trap-camera footage, VentureBeat:https://venturebeat.com/2019/12/17/googles-ai-can-identify-wildlife-from-trap-camera-footage-with-up-to-98-6-accuracy/Snapshot Serengeti, Zooniverse:https://www.zooniverse.org/projects/zooniverse/snapshot-serengetiThe Human Genome Project, National Human Genome Research Institute: https://www.genome.gov/human-genome-projectExploring the beauty of pure mathematics in novel ways, DeepMind: https://deepmind.com/blog/article/exploring-the-beauty-of-pure-mathematics-in-novel-waysPredicting gene expression with AI, DeepMind: https://deepmind.com/blog/article/enformerUsing machine learning to accelerate ecological research, DeepMind: https://deepmind.com/blog/article/using-machine-learning-to-accelerate-ecological-researchAccelerating fusion science through learned plasma control, DeepMind: https://deepmind.com/blog/article/Accelerating-fusion-science-through-learned-plasma-controlSimulating matter on the quantum scale with AI, DeepMind: https://deepmind.com/blog/article/Simulating-matter-on-the-quantum-scale-with-AIHow AI is helping the natural sciences, Nature: https://www.nature.com/articles/d41586-021-02762-6Inside DeepMind's epic mission to solve science's trickiest problem, WIRED: https://www.wired.co.uk/article/deepmind-protein-foldingHow Artificial Intelligence Is Changing Science, Quanta: https://www.quantamagazine.org/how-artificial-intelligence-is-changing-science-20190311/
Pushmeet Kohli, the head of DeepMind's AI for Science and one of the brains behind AlphaFold, the machine learning system that is helping solve the protein folding problem. The episode is sponsored by Clear.ML, an open-source MLOps solution.
In this episode, Jacob Schreiber interviews Žiga Avsec about a recently released model, Enformer. Their discussion begins with life differences between academia and industry, specifically about how research is conducted in the two settings. Then, they discuss the Enformer model, how it builds on previous work, and the potential that models like it have for genomics research in the future. Finally, they have a high-level discussion on the state of modern deep learning libraries and which ones they use in their day-to-day developing. Links: Effective gene expression prediction from sequence by integrating long-range interactions (Žiga Avsec, Vikram Agarwal, Daniel Visentin, Joseph R. Ledsam, Agnieszka Grabska-Barwinska, Kyle R. Taylor, Yannis Assael, John Jumper, Pushmeet Kohli & David R. Kelley ) DeepMind Blog Post (Žiga Avsec)
Pushmeet Kohli is a computer scientist at Google DeepMind where he heads the “Robust and Reliable AI” and “AI for Science” teams. Find out more about him at his homepage. Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. Videos of these interviews are available at humanstories.ai. The host of this episode is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Scientist at Facebook AI Research (FAIR). Find out more about him at his homepage or follow him on Twitter. This interview was recorded on 17th May 2021. --- Send in a voice message: https://anchor.fm/humanstoriesai/message
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