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43:45EN
No Priors: AI, Machine Learning, Tech, & Startups· 2023年8月3日播客 · 2 人对谈Eight Years of No Growth, Then OpenAI and NVIDIA Became His Customers主持 Sarah Guo, Elad GilWeights & Biases CEO Lukas Biewald tells No Priors how a labeling company with no chasm to cross funded the ML developer tools that trained most of the large language models.评估与可观测性可观测性与可靠性开发流程与测试+3
46:57EN
No Priors: AI, Machine Learning, Tech, & Startups· 2023年3月2日播客 · 2 人对谈95% of Drug Programs Fail. Daphne Koller Is Betting Machine Learning on the First Decision主持 Sarah Guo, Elad GilA new medicine still takes more than a decade and well over a billion dollars — and Insitro's founder argues the expensive failures start with the wrong target, indication, or patient.企业与战略AI in healthcareAI for science+3
2:31:57EN → 简体中文
Lex Fridman· 2021年9月20日播客 · 2 人对谈Jay McClelland 谈思维如何从神经网络中涌现嘉宾 Jay McClelland · 主持 Lex Fridman这位斯坦福大学的认知科学家,与 Lex Fridman 聊了联结主义(connectionism)、反向传播(backpropagation)、David Rumelhart,以及为什么直觉会先发现某些东西,之后逻辑才去证明它。模型与训练机器学习基础Deep Learning+3
2:51:33EN
Lex Fridman· 2021年8月29日播客 · 2 人对谈The Self Is a GPT Prompt: Wojciech Zaremba on Consciousness, Codex, and Fermi's Silence嘉宾 Wojciech Zaremba · 主持 Lex FridmanOpenAI co-founder Wojciech Zaremba tells Lex Fridman he thinks we might be alone in the universe — and that GPT-3, Codex, and a one-handed robot already hint at how intelligence is built.模型与训练编程智能体机器学习基础+3
2:18:29EN
Lex Fridman· 2021年8月8日播客 · 2 人对谈Your Cortex Is 150,000 Brains Voting on a Coffee Cup嘉宾 Jeff Hawkins · 主持 Lex FridmanJeff Hawkins tells Lex Fridman that intelligence is learning a model of the world, the neocortex is tens of thousands of independent maps that vote, and the fastest path to machine intelligence is reverse-engineering that sheet.模型与训练Neuroscience & AI机器学习基础+3
2:30:30EN
Lex Fridman· 2021年7月31日播客 · 2 人对谈The Fallacy of the Successful First Step嘉宾 Ishan Misra · 主持 Lex FridmanBerkeley's Jitendra Malik explains why computer vision still looks easy, why fully autonomous driving is not near, and what children know that today's networks do not.模型与训练Computer VisionMultimodal AI+3
1:56:17EN
Lex Fridman· 2021年4月19日播客 · 2 人对谈If You Reran Earth a Million Times, Would Anything Like Us Appear?嘉宾 Risto Miikkulainen · 主持 Lex FridmanRisto Miikkulainen on neuroevolution, hyena raids, basil that never sleeps, and why variation-plus-selection still finds solutions backpropagation cannot see.模型与训练机器学习基础AI research+3
1:49:56EN
Lex Fridman· 2021年2月7日播客 · 2 人对谈A 21-Year-Old at a Party Called GameStop. He Was Right.嘉宾 Richard Craib · 主持 Lex FridmanNumerai founder Richard Craib talks with Lex Fridman about WallStreetBets, crowdsourced machine learning, and why finance is a machine for pulling the future into the present.企业与战略金融 AIOpen-source ecosystems+3
2:01:07EN → 简体中文
Lex Fridman· 2020年12月12日播客 · 2 人对谈Michael Littman 不等待失控的神,他在观察我们嘉宾 Michael Littman · 主持 Lex Fridman布朗大学的强化学习(reinforcement learning)研究者 Michael Littman 对 Lex Fridman 说,为什么意外出现的超级智能(superintelligence),在他看来就像一架 747 自行组装起来,而社交媒体、死记硬背式的语言和心智理论(theory of mind),更让他担心。模型与训练Reinforcement Learning通用人工智能+3
2:28:11EN → 简体中文
Lex Fridman· 2020年11月1日播客 · 2 人对谈人很好预测,却最讨厌被这样说嘉宾 Charles Isbell · 主持 Lex Fridman佐治亚理工学院院长 Charles Isbell 与 Lex Fridman 谈交互式 AI、把计算当作一种思维方式,以及美国的种族问题。Human-AI Collaboration机器学习基础AI research+3
2:34:20EN → 简体中文
Lex Fridman· 2020年8月30日播客 · 2 人对谈智能,是你习得未曾准备过的技能的效率嘉宾 François Chollet · 主持 Lex FridmanFrançois Chollet 对 Lex Fridman 说,技能不等于智能,GPT-3 仍然只是在做模式匹配,而一种名为 ARC 的网格谜题,至今仍能把孩子和机器区分开。评估与可观测性BenchmarksAI research+3
1:37:31EN
Lex Fridman· 2020年7月14日播客 · 2 人对谈The Robot That Brought the Beer Was Being Teleoperated嘉宾 Sergey Levine · 主持 Lex FridmanSergey Levine tells Lex Fridman why hardware is almost closed, why common sense has to be lived, and why offline reinforcement learning is the missing on-ramp from logs to robots that keep getting better.模型与训练RoboticsReinforcement Learning+3
2:00:32EN → 简体中文
Lex Fridman· 2020年7月3日播客 · 2 人对谈慢速突触养出快速学习者,温暖才是更难的问题嘉宾 Matt Botvinick · 主持 Lex FridmanDeepMind 神经科学负责人 Matt Botvinick 与 Lex Fridman 谈前额叶皮层(prefrontal cortex)、元强化学习(meta-reinforcement learning)和多巴胺研究,如何与一个根本问题相遇:在 AI 时代,更好的人类生活究竟应该是什么样子。模型与训练Neuroscience & AIReinforcement Learning+3
1:37:28EN
Lex Fridman· 2020年5月8日播客 · 2 人对谈We Are Still Massively Underestimating Deep Learning嘉宾 Ilya Sutskever · 主持 Lex FridmanIlya Sutskever tells Lex Fridman why 2012 was about conviction, why bigger models can get worse before they get better, and what he would do with an AGI.模型与训练Deep Learning机器学习基础+3
1:12:03EN
Lex Fridman· 2020年5月5日播客 · 2 人对谈Mice Don't Get Alzheimer's: Daphne Koller on Disease in a Dish嘉宾 Daphne Koller · 主持 Lex FridmanThe Coursera co-founder and insitro CEO on why most diseases are not one disease, how to turn cells into data, and why overconfident neural nets can kill.AI in healthcareComputational BiologyAI for science+3
1:12:48EN
Lex Fridman· 2020年2月29日播客 · 2 人对谈John Hopfield's Physics of Mind: Glitches Become Features嘉宾 John Hopfield · 主持 Lex FridmanThe Princeton physicist walks Lex Fridman from a wobbly London bridge to Hopfield networks, consciousness-as-story, and why his famous model still does not explain learning.模型与训练Neuroscience & AI机器学习基础+3
1:45:49EN → 简体中文
Lex Fridman· 2020年2月24日播客 · 2 人对谈预测不等于决策:Michael I. Jordan 谈市场与尚未完成的 AI 革命嘉宾 Michael I. Jordan · 主持 Lex Fridman这位伯克利统计学家对 Lex Fridman 说,今天的系统仍是一门原型工程学科。真正费力的工作,是把生产者和消费者连接起来,它并不在于模仿人的心智。企业与战略机器学习基础Recommendation systems+3
1:44:55EN
Lex Fridman· 2020年2月14日播客 · 2 人对谈If You Need 60,000 Digits, You Have Not Found Intelligence嘉宾 Vladimir Vapnik · 主持 Lex FridmanVladimir Vapnik tells Lex Fridman that intelligence is the art of shrinking a sea of functions with a few good predicates — and that MNIST, solved with sixty examples per class, is the test.模型与训练机器学习基础AI research+3
1:18:41EN
Lex Fridman· 2020年1月14日播客 · 2 人对谈The SS Soldier Who Hugged a Jewish Boy, and the Systems That Still Fool Us嘉宾 Daniel Kahneman · 主持 Lex FridmanDaniel Kahneman on System 1, deep learning that does not know what it is saying, and why a machine that must call a human is almost as hard as a machine that never needs one.机器学习基础Deep LearningHuman-AI Collaboration+3
1:23:01EN
Lex Fridman· 2019年12月11日播客 · 2 人对谈You Cannot Ask a Question You Have No Words For嘉宾 Judea Pearl · 主持 Lex FridmanA teenager spent three days in bed with a fever after learning that geometry could be done in algebra — then spent a career giving cause and effect a mathematics.智能体通用人工智能AI research+3
35:46EN
Lex Fridman· 2019年11月29日播客 · 2 人对谈You never hear structure: Noam Chomsky on language, cognition, and deep learning嘉宾 Noam Chomsky · 主持 Lex FridmanLex Fridman asks the linguist whether we could talk to aliens, how far language goes in the brain, and whether neural networks tell us anything about the mind.PhilosophyDeep Learning CritiquePhilosophy of Mind+3
49:53EN
Lex Fridman· 2019年11月25日播客 · 2 人对谈Gilbert Strang still teaches with thick chalk and four subspaces嘉宾 Gilbert Strang · 主持 Lex FridmanThe MIT linear-algebra legend talks with Lex Fridman about OpenCourseWare, singular values, neural nets as a million folds, and why calculus hogged the undergraduate timetable.模型与训练机器学习基础Deep Learning+3
1:48:55EN → 简体中文
Lex Fridman· 2019年11月19日播客 · 2 人对谈三条不可能同时成立的公平规则嘉宾 Michael Kearns · 主持 Lex FridmanMichael Kearns 在与 Lex Fridman 的对谈中解释:为什么算法公平比隐私更混乱,以及为什么帕累托曲线(Pareto curve)应该摆在真正要做选择的人面前。安全Privacy & data governance安全与治理+3
1:03:13EN
Lex Fridman· 2019年9月30日播客 · 2 人对谈You Can't Have Both Kinds of Fairness, Says Peter Norvig嘉宾 Peter Norvig · 主持 Lex FridmanThe co-author of Artificial Intelligence: A Modern Approach walks Lex Fridman through recidivism scores, utility functions, Lisp, MOOCs, and why human-level intelligence should not be the goal.模型与训练机器学习基础安全与治理+3
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