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26:02EN
Lex Fridman· Feb 9, 2020PodcastMoore’s Law Is Not Dead—It Is a Cascade of S-CurvesHost Lex FridmanJim Keller explains why transistor scaling keeps outrunning its obituary, and how exponential hardware changes the mathematics AI can attempt.Infrastructure & deploymentSemiconductorsScaling Laws+3
1:13:51EN
Lex Fridman· Jan 19, 2020PodcastAnswering Questions Without Seeing the Data: Andrew Trask on the Privacy-Preserving AI StackHost Lex FridmanA tour of remote execution, differential privacy, secure multiparty computation, and the societal consequences of making private data usable.Security & safetyPrivacy & data governanceOpen-source ecosystems+3
46:25EN
Lex Fridman· Jan 17, 2019PodcastDeep Learning at the Edge of 2019: BERT, Autopilot, and the Ideas That Broke ThroughHost Lex FridmanA tour of the architectural, applied, and automation breakthroughs that defined deep learning in 2018 and set up 2019.Models & trainingDeep LearningAI research+3
1:00:38EN
Lex Fridman· Dec 6, 2017PodcastThe Race Car and the Rulebook: Chris Gerdes on Automated Vehicle SafetyHost Lex FridmanA Stanford engineer and former DOT innovation chief explains how autonomous racing, voluntary safety guidance, and data sharing could shape safer self-driving cars.Security & safetyAutonomous DrivingSafety & governance+3
1:29:03EN
Lex Fridman· Sep 27, 2016PodcastFrom Word Vectors to Memory Networks: The Building Blocks of Deep NLPHost Lex FridmanRichard Socher explains how word embeddings, recurrent models, GRUs, pointer mixtures, and dynamic memory networks turn language tasks into trainable end-to-end systems.Models & trainingDeep LearningML fundamentals+2
1:00:51EN
Lex FridmanPodcastDeep Learning From the Ground Up: Hugo Larochelle's One-Hour Tour of Neural Network FoundationsHost Lex FridmanA fast, equation-level walk through feed-forward networks, backpropagation, practical training tricks, dropout and batch normalization, from the 2016 Deep Learning School.Models & trainingDeep LearningML fundamentals+1
1:07:29EN
Lex FridmanPodcastDeep Reinforcement Learning from First Principles: Rewards, Q-Learning, Policy Gradients and AlphaZeroHost Lex FridmanLex Fridman's MIT 6.S091 opening lecture walks from the basic RL framework through DQN, actor-critic methods and AlphaZero to the unsolved problem of moving from simulation to the real world.Models & trainingReinforcement LearningDeep Learning+3
9:59EN
Lex FridmanPodcastIs Language or Vision Harder? Ilya Sutskever on the Unity of Machine LearningHost Lex FridmanIn a short clip from his 2020 conversation with Lex Fridman, Ilya Sutskever explains why vision, language and reinforcement learning share the same few principles, and why asking which problem is harder is the wrong question.Models & trainingML fundamentalsDeep Learning+3
19:24EN
Lex FridmanPodcastLex Fridman's 30-Day Challenge: 20,000 Push-ups and Pull-ups, With Advice From David GogginsHost Lex FridmanLex Fridman explains how a tweet became a month-long physical and mental test, and what David Goggins told him about suffering, injuries and habit.
21:41EN
Lex FridmanPodcastFrom Simulated Majorities to "You Are Probably Simulated": Bostrom on the Missing Step in the Simulation ArgumentHost Lex FridmanNick Bostrom explains to Lex Fridman why the simulation argument rests on a much weaker assumption than the Doomsday argument, and where its physical limits might lie.Simulation HypothesisPhilosophyExistential Risk
13:55EN
Lex FridmanPodcastResistance Is the Ego's Voice: Steven Pressfield on Fear, the Self and the Next IdeaHost Lex FridmanSteven Pressfield explains where the force he calls Resistance comes from and why the real fight happens at the most mundane level.PhilosophyCreativityPsychology
54:58EN
Lex FridmanPodcastEric Weinstein on Geometric Unity: One Canvas, Fourteen Dimensions and a Theory of EverythingHost Lex FridmanEric Weinstein talks with Lex Fridman about releasing his Oxford lecture, why academia resists his ideas, and how Geometric Unity tries to derive matter from the geometry of spacetime.Philosophy of ScienceMathematicsScience Communication
1:25:16EN
Lex FridmanPodcastFrom Hand-Built Features to ResNets: Andrej Karpathy's Crash Course in Convolutional NetworksHost Lex FridmanA 2016 Deep Learning School talk covering how convnets work, how the ImageNet winners evolved, and how to apply them without being a hero.Models & trainingDeep LearningComputer Vision+3
25:06EN
Lex FridmanPodcastLiving Inside the Brain's Story: Joscha Bach on Simulation, Self and ConsciousnessHost Lex FridmanIn a clip from his conversation with Lex Fridman, Joscha Bach argues that consciousness, identity and even God are software-like patterns, and that we exist inside a narrative our brain generates.PhilosophyPhilosophy of MindConsciousness & Intelligence+3
11:51EN
Lex FridmanPodcastBuilding a Brain: Paola Arlotta on the Choreography of Human Brain DevelopmentHost Lex FridmanA Harvard stem cell biologist walks through how the embryo builds the cerebral cortex, why order and environment matter, and why development continues into our twenties.Neuroscience & AIComputational BiologyNeuroscience+1
1:24:43EN
Lex FridmanPodcastFrom Sparse Coding to GANs: A Tour of Unsupervised Deep Learning in 2016Host Lex FridmanRuslan Salakhutdinov walks through autoencoders, Boltzmann machines, variational autoencoders and adversarial networks at the Deep Learning School, with candid notes on what did and did not work.Models & trainingDeep LearningML fundamentals
58:46EN
Lex FridmanPodcastCaging the Neural Network: How Aptiv Thinks About Safe Self-DrivingHost Lex FridmanAptiv Autonomous Mobility's Karl Iagnemma and Oscar Beijbom explain why end-to-end learning is hard to trust in cars, and show how PointPillars and nuScenes push lidar perception forward.Models & trainingAutonomous DrivingDeep Learning+3
14:49EN
Lex FridmanPodcastElon Musk Rates Memes and Ends Up Defending Nuclear Power, the British Museum and the CheeseburgerHost Lex FridmanIn a lighthearted excerpt from his conversation with Lex Fridman, Elon Musk scores a stack of printed memes on a one-to-eleven scale and gives serious answers whenever a joke touches a real topic.Science CommunicationHistory
1:15:59EN
Lex FridmanPodcastSteering Through Time: How Recurrent Networks and LSTMs Learn from SequencesHost Lex FridmanLex Fridman's MIT 6.S094 lecture walks from backpropagation basics to LSTMs and the way they are used to predict steering in self-driving cars.Models & trainingDeep LearningML fundamentals+2
23:37EN
Lex FridmanPodcastPave Your Own Path: Lex Fridman on Impostor Syndrome, Envy and GratitudeHost Lex FridmanIn an Ask Me Anything episode, Lex Fridman answers listeners' questions about self-doubt by arguing against comparison, for finding your own passion, and for pairing self-criticism with gratitude.Career GrowthPhilosophyPersonal Growth
29:54EN
Lex FridmanPodcastSeven Levels of a Pandemic: Pain, Challenge and Hope From Biology to PhilosophyHost Lex FridmanLex Fridman maps the coronavirus onto seven levels of attack on society and proposes a response and a reason for hope at each one.Public HealthExistential RiskPhilosophy+2
10:17EN
Lex FridmanPodcastWhy Great Robots Fail as Businesses, and What iRobot Got RightHost Lex FridmaniRobot co-founder Colin Angle explains why so many robotics companies collapse and how cost, vision and a clear user need shaped the Roomba.Product & UXCompany BuildingProduct-Market Fit+3
18:46EN
Lex FridmanPodcastDeep Learning Plus One Idea: Ilya Sutskever on Building AGIHost Lex FridmanIn a May 2020 conversation, Sutskever discusses self-play, simulation, bodies and consciousness, tests of intelligence, and how an AGI might be governed and aligned.Models & trainingAGIReinforcement Learning+3
22:59EN
Lex FridmanPodcastPenrose on Why Consciousness Can't Be a ComputationHost Lex FridmanRoger Penrose explains how a dissatisfaction with AI optimism, a tip about microtubules and a rethink of quantum mechanics led him to Orch OR.Philosophy of MindConsciousness & IntelligenceAI research+3
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