최고 Machine Learning Street Talk 팟캐스트 (2024)

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Prof. Chris Bishop's NEW Deep Learning Textbook! 1:22:59

7d ago1:22:59

1:22:59

Professor Chris Bishop is a Technical Fellow and Director at Microsoft Research AI4Science, in Cambridge. He is also Honorary Professor of Computer Science at the University of Edinburgh, and a Fellow of Darwin College, Cambridge. In 2004, he was elected Fellow of the Royal Academy of Engineering, in 2007 he was elected Fellow of the Royal Society …

1
Philip Ball - How Life Works 2:09:17

2d ago2:09:17

2:09:17

Dr. Philip Ball is a freelance science writer. He just wrote a book called "How Life Works", discussing the how the science of Biology has advanced in the last 20 years. We focus on the concept of Agency in particular. He trained as a chemist at the University of Oxford, and as a physicist at the University of Bristol. He worked previously at Natur…

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Dr. Paul Lessard - Categorical/Structured Deep Learning 1:49:10

8d ago1:49:10

1:49:10

Dr. Paul Lessard and his collaborators have written a paper on "Categorical Deep Learning and Algebraic Theory of Architectures". They aim to make neural networks more interpretable, composable and amenable to formal reasoning. The key is mathematical abstraction, as exemplified by category theory - using monads to develop a more principled, algebr…

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Can we build a generalist agent? Dr. Minqi Jiang and Dr. Marc Rigter 1:57:11

20d ago1:57:11

1:57:11

Dr. Minqi Jiang and Dr. Marc Rigter explain an innovative new method to make the intelligence of agents more general-purpose by training them to learn many worlds before their usual goal-directed training, which we call "reinforcement learning". Their new paper is called "Reward-free curricula for training robust world models" https://arxiv.org/pdf…

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Prof. Nick Chater - The Language Game (Part 1) 1:43:46

2M ago1:43:46

1:43:46

Nick Chater is Professor of Behavioural Science at Warwick Business School, who works on rationality and language using a range of theoretical and experimental approaches. We discuss his books The Mind is Flat, and the Language Game. Please support me on Patreon (this is now my main job!) - https://patreon.com/mlst - Access the private Discord, net…

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Kenneth Stanley created a new social network based on serendipity and divergence 3:15:27

2M ago3:15:27

3:15:27

See what Sam Altman advised Kenneth when he left OpenAI! Professor Kenneth Stanley has just launched a brand new type of social network, which he calls a "Serendipity network". The idea is that you follow interests, NOT people. It's a social network without the popularity contest. We discuss the phgilosophy and technology behind the venture in grea…

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Dr. Brandon Rohrer - Robotics, Creativity and Intelligence 1:31:42

2M ago1:31:42

1:31:42

Brandon Rohrer who obtained his Ph.D from MIT is driven by understanding algorithms ALL the way down to their nuts and bolts, so he can make them accessible to everyone by first explaining them in the way HE himself would have wanted to learn! Please support us on Patreon for loads of exclusive content and private Discord: https://patreon.com/mlst …

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Showdown Between e/acc Leader And Doomer - Connor Leahy + Beff Jezos 3:00:18

2M ago3:00:18

3:00:18

The world's second-most famous AI doomer Connor Leahy sits down with Beff Jezos, the founder of the e/acc movement debating technology, AI policy, and human values. As the two discuss technology, AI safety, civilization advancement, and the future of institutions, they clash on their opposing perspectives on how we steer humanity towards a more opt…

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Mahault Albarracin - Cognitive Science 1:07:07

3M ago1:07:07

1:07:07

Watch behind the scenes, get early access and join the private Discord by supporting us on Patreon: https://patreon.com/mlst (public discord) https://discord.gg/aNPkGUQtc5 https://twitter.com/MLStreetTalk YT version: https://youtu.be/n8G50ynU0Vg In this interview on MLST, Dr. Tim Scarfe interviews Mahault Albarracin, who is the director of product …

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$450M AI Startup In 3 Years | Chai AI 29:47

3M ago29:47

29:47

Chai AI is the leading platform for conversational chat artificial intelligence. Note: this is a sponsored episode of MLST. William Beauchamp is the founder of two $100M+ companies - Chai Research, an AI startup, and Seamless Capital, a hedge fund based in Cambridge, UK.Chaiverse is the Chai AI developer platform, where developers can train, submit…

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DOES AI HAVE AGENCY? With Professor. Karl Friston and Riddhi J. Pitliya 1:02:39

3M ago1:02:39

1:02:39

Watch behind the scenes, get early access and join the private Discord by supporting us on Patreon: https://patreon.com/mlst (public discord) https://discord.gg/aNPkGUQtc5 https://twitter.com/MLStreetTalk DOES AI HAVE AGENCY? With Professor. Karl Friston and Riddhi J. Pitliya Agency in the context of cognitive science, particularly when considering…

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Understanding Deep Learning - Prof. SIMON PRINCE [STAFF FAVOURITE] 2:06:38

4M ago2:06:38

2:06:38

Watch behind the scenes, get early access and join private Discord by supporting us on Patreon: https://patreon.com/mlst https://discord.gg/aNPkGUQtc5 https://twitter.com/MLStreetTalk In this comprehensive exploration of the field of deep learning with Professor Simon Prince who has just authored an entire text book on Deep Learning, we investigate…

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Prof. BERT DE VRIES - ON ACTIVE INFERENCE 2:27:39

5M ago2:27:39

2:27:39

Watch behind the scenes with Bert on Patreon: https://www.patreon.com/posts/bert-de-vries-93230722https://discord.gg/aNPkGUQtc5https://twitter.com/MLStreetTalk Note, there is some mild background music on chapter 1 (Least Action), 3 (Friston) and 5 (Variational Methods) - please skip ahead if annoying. It's a tiny fraction of the overall podcast. Y…

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MULTI AGENT LEARNING - LANCELOT DA COSTA 49:56

5M ago49:56

49:56

Please support us https://www.patreon.com/mlst https://discord.gg/aNPkGUQtc5 https://twitter.com/MLStreetTalk Lance Da Costa aims to advance our understanding of intelligent systems by modelling cognitive systems and improving artificial systems. He's a PhD candidate with Greg Pavliotis and Karl Friston jointly at Imperial College London and UCL, a…

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THE HARD PROBLEM OF OBSERVERS - WOLFRAM & FRISTON [SPECIAL EDITION] 1:59:29

6M ago1:59:29

1:59:29

Please support us! https://www.patreon.com/mlst https://discord.gg/aNPkGUQtc5https://twitter.com/MLStreetTalk YT version (with intro not found here) https://youtu.be/6iaT-0DvhncThis is the epic special edition show you have been waiting for! With two of the most brilliant scientists alive today. Atoms, things, agents, ... observers. What even defin…

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DR. JEFF BECK - THE BAYESIAN BRAIN 1:10:06

6M ago1:10:06

1:10:06

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 YT version: https://www.youtube.com/watch?v=c4praCiy9qU Dr. Jeff Beck is a computational neuroscientist studying probabilistic reasoning (decision making under uncertainty) in humans and animals with emphasis on neural representations of uncertainty and cortical im…

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Prof. Melanie Mitchell 2.0 - AI Benchmarks are Broken! 1:01:47

7M ago1:01:47

1:01:47

Patreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CBProf. Melanie Mitchell argues that the concept of "understanding" in AI is ill-defined and multidimensional - we can't simply say an AI system does or doesn't understand. She advocates for rigorously testing AI systems' capabilities using proper experimental methods from cog…

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Autopoitic Enactivism and the Free Energy Principle - Prof. Friston, Prof Buckley, Dr. Ramstead 1:34:46

8M ago1:34:46

1:34:46

We explore connections between FEP and enactivism, including tensions raised in a paper critiquing FEP from an enactivist perspective. Dr. Maxwell Ramstead provides background on enactivism emerging from autopoiesis, with a focus on embodied cognition and rejecting information processing/computational views of mind. Chris shares his journey from ro…

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STEPHEN WOLFRAM 2.0 - Resolving the Mystery of the Second Law of Thermodynamics 1:24:06

8M ago1:24:06

1:24:06

Please check out Numerai - our sponsor @http://numer.ai/mlstPatreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CBThe Second Law: Resolving the Mystery of the Second Law of ThermodynamicsBuy Stephen's book here - https://tinyurl.com/2jj2t9waThe Language Game: How Improvisation Created Language and Changed the World by Morten H.…

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Prof. Jürgen Schmidhuber - FATHER OF AI ON ITS DANGERS 1:21:03

8M ago1:21:03

1:21:03

Please check out Numerai - our sponsor @http://numer.ai/mlstPatreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CBProfessor Jürgen Schmidhuber, the father of artificial intelligence, joins us today. Schmidhuber discussed the history of machine learning, the current state of AI, and his career researching recursive self-improvem…

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Can We Develop Truly Beneficial AI? George Hotz and Connor Leahy 1:29:59

9M ago1:29:59

1:29:59

Patreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CB George Hotz and Connor Leahy discuss the crucial challenge of developing beneficial AI that is aligned with human values. Hotz believes truly aligned AI is impossible, while Leahy argues it's a solvable technical challenge. Hotz contends that AI will inevitably pursue power…

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Dr. MAXWELL RAMSTEAD - The Physics of Survival 2:05:50

9M ago2:05:50

2:05:50

Patreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CBJoin us for a fascinating discussion of the free energy principle with Dr. Maxwell Ramsted, a leading thinker exploring the intersection of math, physics, and philosophy and Director of Research at VERSES. The FEP was proposed by renowned neuroscientist Karl Friston, this pr…

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MUNK DEBATE ON AI (COMMENTARY) [DAVID FOSTER] 2:08:14

10M ago2:08:14

2:08:14

Patreon: https://www.patreon.com/mlst Discord: https://discord.gg/ESrGqhf5CB The discussion between Tim Scarfe and David Foster provided an in-depth critique of the arguments made by panelists at the Munk AI Debate on whether artificial intelligence poses an existential threat to humanity. While the panelists made thought-provoking points, Scarfe a…

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[SPONSORED] The Digitized Self: AI, Identity and the Human Psyche (YouAi) 1:46:00

10M ago1:46:00

1:46:00

Sponsored Episode - YouAiWhat if an AI truly knew you—your thoughts, values, aptitudes, and dreams? An AI that could enhance your life in profound ways by amplifying your strengths, augmenting your weaknesses, and connecting you with like-minded souls. That is the vision of YouAi.YouAi founder Dmitri Shapiro believes digitizing our inner lives coul…

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Joscha Bach and Connor Leahy on AI risk 1:31:28

10M ago1:31:28

1:31:28

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5Twitter: https://twitter.com/MLStreetTalkThe first 10 mins of audio from Joscha isn't great, it improves after. Transcript and longer summary: https://docs.google.com/document/d/1TUJhlSVbrHf2vWoe6p7xL5tlTK_BGZ140QqqTudF8UI/edit?usp=sharingDr. Joscha Bach argued that…

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Neel Nanda - Mechanistic Interpretability 4:10:00

10M ago4:10:00

4:10:00

In this wide-ranging conversation, Tim Scarfe interviews Neel Nanda, a researcher at DeepMind working on mechanistic interpretability, which aims to understand the algorithms and representations learned by machine learning models. Neel discusses how models can represent their thoughts using motifs, circuits, and linear directional features which ar…

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Prof. Daniel Dennett - Could AI Counterfeit People Destroy Civilization? (SPECIAL EDITION) 1:14:41

11M ago1:14:41

1:14:41

Please check out Numerai - our sponsor using our link @ http://numer.ai/mlst Numerai is a groundbreaking platform which is taking the data science world by storm. Tim has been using Numerai to build state-of-the-art models which predict the stock market, all while being a part of an inspiring community of data scientists from around the globe. They…

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Decoding the Genome: Unraveling the Complexities with AI and Creativity [Prof. Jim Hughes, Oxford] 42:57

11M ago42:57

42:57

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5Twitter: https://twitter.com/MLStreetTalk In this eye-opening discussion between Tim Scarfe and Prof. Jim Hughes, a professor of gene regulation at Oxford University, they explore the intersection of creativity, genomics, and artificial intelligence. Prof. Hughes br…

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ROBERT MILES - "There is a good chance this kills everyone" 2:01:54

11M ago2:01:54

2:01:54

Please check out Numerai - our sponsor @ https://numerai.com/mlst Numerai is a groundbreaking platform which is taking the data science world by storm. Tim has been using Numerai to build state-of-the-art models which predict the stock market, all while being a part of an inspiring community of data scientists from around the globe. They host the N…

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AI Senate Hearing - Executive Summary (Sam Altman, Gary Marcus) 49:43

11M ago49:43

49:43

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5Twitter: https://twitter.com/MLStreetTalk In a historic and candid Senate hearing, OpenAI CEO Sam Altman, Professor Gary Marcus, and IBM's Christina Montgomery discussed the regulatory landscape of AI in the US. The discussion was particularly interesting due to its…

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Future of Generative AI [David Foster] 2:31:36

11M ago2:31:36

2:31:36

Generative Deep Learning, 2nd Edition [David Foster] https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/ Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 Twitter: https://twitter.com/MLStreetTalk In this conversation, Tim Scarfe and David Foster, the author of 'Generative Deep Learning,' …

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PERPLEXITY AI - The future of search. 59:48

12M ago59:48

59:48

https://www.perplexity.ai/ https://www.perplexity.ai/iphone https://www.perplexity.ai/androidInterview with Aravind Srinivas, CEO and Co-Founder of Perplexity AI – Revolutionizing Learning with Conversational Search EnginesDr. Tim Scarfe talks with Dr. Aravind Srinivas, CEO and Co-Founder of Perplexity AI, about his journey from studying AI and rei…

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#114 - Secrets of Deep Reinforcement Learning (Minqi Jiang) 2:47:15

1y ago2:47:15

2:47:15

Patreon: https://www.patreon.com/mlstDiscord: https://discord.gg/ESrGqhf5CBTwitter: https://twitter.com/MLStreetTalk In this exclusive interview, Dr. Tim Scarfe sits down with Minqi Jiang, a leading PhD student at University College London and Meta AI, as they delve into the fascinating world of deep reinforcement learning (RL) and its impact on te…

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Unlocking the Brain's Mysteries: Chris Eliasmith on Spiking Neural Networks and the Future of Human-Machine Interaction 1:49:36

1y ago1:49:36

1:49:36

Patreon: https://www.patreon.com/mlst Discord: https://discord.gg/ESrGqhf5CB Twitter: https://twitter.com/MLStreetTalk Chris Eliasmith is a renowned interdisciplinary researcher, author, and professor at the University of Waterloo, where he holds the prestigious Canada Research Chair in Theoretical Neuroscience. As the Founding Director of the Cent…

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#112 AVOIDING AGI APOCALYPSE - CONNOR LEAHY 2:40:13

1y ago2:40:13

2:40:13

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5In this podcast with the legendary Connor Leahy (CEO Conjecture) recorded in Dec 2022, we discuss various topics related to artificial intelligence (AI), including AI alignment, the success of ChatGPT, the potential threats of artificial general intelligence (AGI), …

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#111 - AI moratorium, Eliezer Yudkowsky, AGI risk etc 26:57

1y ago26:57

26:57

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 Send us a voice message which you want us to publish: https://podcasters.spotify.com/pod/show/machinelearningstreettalk/messageIn a recent open letter, over 1500 individuals called for a six-month pause on the development of advanced AI systems, expressing concerns…

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#110 Dr. STEPHEN WOLFRAM - HUGE ChatGPT+Wolfram announcement! 57:29

1y ago57:29

57:29

HUGE ANNOUNCEMENT, CHATGPT+WOLFRAM! You saw it HERE first!YT version: https://youtu.be/z5WZhCBRDpUSupport us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5Stephen's announcement post: https://writings.stephenwolfram.com/2023/03/chatgpt-gets-its-wolfram-superpowers/ OpenAI's announcement post: https://openai.com/blog/chatg…

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#109 - Dr. DAN MCQUILLAN - Resisting AI 2:51:02

1y ago2:51:02

2:51:02

YT version: https://youtu.be/P1j3VoKBxbc (references in pinned comment)Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5Dan McQuillan, a visionary in digital culture and social innovation, emphasizes the importance of understanding technology's complex relationship with society. As an academic at Goldsmiths, Unive…

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#108 - Dr. JOEL LEHMAN - Machine Love [Staff Favourite] 2:09:38

1y ago2:09:38

2:09:38

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 We are honoured to welcome Dr. Joel Lehman, an eminent machine learning research scientist, whose work in AI safety, reinforcement learning, creative open-ended search algorithms, and indeed the philosophy of open-endedness and abandoning objectives has paved the w…

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#107 - Dr. RAPHAËL MILLIÈRE - Linguistics, Theory of Mind, Grounding 1:43:54

1y ago1:43:54

1:43:54

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 Dr. Raphaël Millière is the 2020 Robert A. Burt Presidential Scholar in Society and Neuroscience in the Center for Science and Society, and a Lecturer in the Philosophy Department at Columbia University. His research draws from his expertise in philosophy and cogni…

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#106 - Prof. KARL FRISTON 3.0 - Collective Intelligence [Special Edition] 2:59:20

1y ago2:59:20

2:59:20

This show is sponsored by Numerai, please visit them here with our sponsor link (we would really appreciate it) http://numer.ai/mlst Prof. Karl Friston recently proposed a vision of artificial intelligence that goes beyond machines and algorithms, and embraces humans and nature as part of a cyber-physical ecosystem of intelligence. This vision is b…

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#105 - Dr. MICHAEL OLIVER [CSO - Numerai] 1:20:42

1y ago1:20:42

1:20:42

Access Numerai here: http://numer.ai/mlst Michael Oliver is the Chief Scientist at Numerai, a hedge fund that crowdsources machine learning models from data scientists. He has a PhD in Computational Neuroscience from UC Berkeley and was a postdoctoral researcher at the Allen Institute for Brain Science before joining Numerai in 2020. He is also the…

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#104 - Prof. CHRIS SUMMERFIELD - Natural General Intelligence [SPECIAL EDITION] 1:28:54

1y ago1:28:54

1:28:54

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 Christopher Summerfield, Department of Experimental Psychology, University of Oxford is a Professor of Cognitive Neuroscience at the University of Oxford and a Research Scientist at Deepmind UK. His work focusses on the neural and computational mechanisms by which …

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#103 - Prof. Edward Grefenstette - Language, Semantics, Philosophy 1:01:46

1y ago1:01:46

1:01:46

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 YT: https://youtu.be/i9VPPmQn9HQ Edward Grefenstette is a Franco-American computer scientist who currently serves as Head of Machine Learning at Cohere and Honorary Professor at UCL. He has previously been a research scientist at Facebook AI Research and staff rese…

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#102 - Prof. MICHAEL LEVIN, Prof. IRINA RISH - Emergence, Intelligence, Transhumanism 55:17

1y ago55:17

55:17

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 YT: https://youtu.be/Vbi288CKgis Michael Levin is a Distinguished Professor in the Biology department at Tufts University, and the holder of the Vannevar Bush endowed Chair. He is the Director of the Allen Discovery Center at Tufts and the Tufts Center for Regenera…

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#100 Dr. PATRICK LEWIS (co:here) - Retrieval Augmented Generation 26:28

1y ago26:28

26:28

Dr. Patrick Lewis is a London-based AI and Natural Language Processing Research Scientist, working at co:here. Prior to this, Patrick worked as a research scientist at the Fundamental AI Research Lab (FAIR) at Meta AI. During his PhD, Patrick split his time between FAIR and University College London, working with Sebastian Riedel and Pontus Steneto…

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#99 - CARLA CREMER & IGOR KRAWCZUK - X-Risk, Governance, Effective Altruism 1:39:45

1y ago1:39:45

1:39:45

YT version (with references): https://www.youtube.com/watch?v=lxaTinmKxs0 Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 Carla Cremer and Igor Krawczuk argue that AI risk should be understood as an old problem of politics, power and control with known solutions, and that threat models should be driven by empiri…

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[NO MUSIC] #98 - Prof. LUCIANO FLORIDI - ChatGPT, Singularitarians, Ethics, Philosophy of Information 1:06:12

1y ago1:06:12

1:06:12

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 YT version: https://youtu.be/YLNGvvgq3eg We are living in an age of rapid technological advancement, and with this growth comes a digital divide. Professor Luciano Floridi of the Oxford Internet Institute / Oxford University believes that this divide not only affec…

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#98 - Prof. LUCIANO FLORIDI - ChatGPT, Superintelligence, Ethics, Philosophy of Information 1:06:51

1y ago1:06:51

1:06:51

Support us! https://www.patreon.com/mlst MLST Discord: https://discord.gg/aNPkGUQtc5 YT version: https://youtu.be/YLNGvvgq3eg (If music annoying, skip to main interview @ 14:14) We are living in an age of rapid technological advancement, and with this growth comes a digital divide. Professor Luciano Floridi of the Oxford Internet Institute / Oxford…

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#97 SREEJAN KUMAR - Human Inductive Biases in Machines from Language 24:58

1y ago24:58

24:58

Research has shown that humans possess strong inductive biases which enable them to quickly learn and generalize. In order to instill these same useful human inductive biases into machines, a paper was presented by Sreejan Kumar at the NeurIPS conference which won the Outstanding Paper of the Year award. The paper is called Using Natural Language a…

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