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2268 videos · Page 43 of 76
Deep Learning State of the Art (2019)
Lex Fridman
The lecture outlines the state of the art in deep learning as of 2019, emphasizing significant breakthroughs that occurred between 2017 and 2018 rather than just benchmark results on standard tasks like ImageNet or NLP. The speaker identifies 2018 specifically as "the year of natural language processing," comparable to the Imagenet moment in computer vision driven by AlexNet in 2012.…
EN
Jul 30
Tomaso Poggio: Brains, Minds, and Machines | Lex Fridman Podcast #13
Lex Fridman
In this conversation with Tomaso Poggio, a professor at MIT and director of the Center for Brains, Minds & Machines, the discussion centers on the profound challenge of understanding intelligence as both a biological phenomenon and an engineering goal. Poggio reflects on his childhood fascination with physics and Einstein, noting that while time travel is likely impossible due to physical constraints, creating machines capable of thinking remains a viable objective.…
EN
Jul 30
MIT 6.S091: Introduction to Deep Reinforcement Learning (Deep RL)
Lex Fridman
Deep Reinforcement Learning (RL) represents a convergence of deep neural networks' ability to comprehend complex data with reinforcement learning's capacity for sequential decision-making, aiming to create intelligent agents that can understand and act upon their environment through trial and error.…
EN
Jul 30
Self-Driving Cars: State of the Art (2019)
Lex Fridman
The podcast explores the state of autonomous vehicles in 2019, emphasizing a mission to improve mobility access for all ages and locations while increasing traffic efficiency and, most critically, saving lives by preventing fatalities. The speaker highlights two major milestones from 2018: Waymo reaching ten million miles with fully autonomous driving on public roads and Tesla achieving one billion miles using its semi-autonomous Autopilot system powered primarily by computer vision cameras.…
EN
Jul 30
Kyle Vogt: Cruise Automation | Lex Fridman Podcast #14
Lex Fridman
Kyle Vogt, co-founder of Twitch and Cruise Automation, traces his fascination with robotics back to building BattleBots in high school using scavenged parts like winch motors run at triple their rated voltage. His journey from programming on Apple II computers to writing code for autonomous vehicles began during a long drive across Kansas where he realized a computer could steer the car by detecting lane markers, sparking his interest in solving this problem despite existing technology dating back decades.…
EN
Jul 30
Drago Anguelov (Waymo) - MIT Self-Driving Cars
Lex Fridman
Drago Anguelov, a principal scientist at Waymo and former researcher at Google, presented his work on taming the long tail of autonomous driving challenges during a talk titled "MIT Self-Driving Cars." With over 10 million miles driven autonomously to date, Waymo has evolved from an experimental project initiated by Sebastian Thrun in 2015 into a commercial service operating fully driverless fleets in Phoenix.…
EN
Jul 30
Oliver Cameron (CEO, Voyage) - MIT Self-Driving Cars
Lex Fridman
Oliver Cameron, co-founder and CEO of Voyage, shares an unconventional origin story for his self-driving car startup, tracing its roots back to his early entrepreneurial experiences in high school and a pivotal moment taking Sebastian Thrun's 2013 online course on artificial intelligence. This experience led him to join Udacity, where he spent four years helping build the company's machine learning and robotics curricula before launching Voyage with Eric Mackey and Mac McCauley.…
EN
Jul 30
Karl Iagnemma & Oscar Beijbom (Aptiv Autonomous Mobility) - MIT Self-Driving Cars
Lex Fridman
Karl Iagnemma and Oscar Beijbom from Aptiv Autonomous Mobility discuss their transition from academic research at MIT to industrializing autonomous vehicle technology within a massive global organization like Aptiv, which spun off from Delphi Technologies in 2014. The conversation highlights the evolution of self-driving cars from early experimental setups involving blade servers running hot in trunks during the DARPA Urban Challenge to robust commercial deployments today.…
EN
Jul 30
Leslie Kaelbling: Reinforcement Learning, Planning, and Robotics | Lex Fridman Podcast #15
Lex Fridman
Leslie Kaelbling, a roboticist and professor at MIT, traces her passion for artificial intelligence back to reading *Gödel, Escher, Bach* in high school, which sparked an interest in how simple primitives combine to create complex behaviors.…
EN
Jul 30
Eric Weinstein: Revolutionary Ideas in Science, Math, and Society | Lex Fridman Podcast #16
Lex Fridman
In this episode of *Lex Fridman Podcast*, mathematician and economist Eric Weinstein, a founding figure in the intellectual dark web alongside figures like Sam Harris and Jordan Peterson, explores profound intersections between science, society, and artificial intelligence.…
EN
Jul 30
Greg Brockman: OpenAI and AGI | Lex Fridman Podcast #17
Lex Fridman
In this episode of the Lex Fridman Podcast, Greg Brockman, co-founder and CTO of OpenAI, explores his journey from writing a chemistry textbook in high school to leading research into Artificial General Intelligence (AGI). He posits that while mathematics represents timeless truth found in libraries, programming offers massive leverage by allowing ideas to scale instantly across the planet.…
EN
Jul 30
Elon Musk: Tesla Autopilot | Lex Fridman Podcast #18
Lex Fridman
In this episode of Lex Fridman Podcast #18, Elon Musk outlines his vision for Tesla Autopilot, which he characterizes as a fundamental revolution in transportation comparable to electrification. Conceived around 2014 with hardware installed in vehicles like the Model S and Model X, the system was designed from the outset to eventually achieve full autonomy, rendering non-autonomous cars obsolete much like horses are today.…
EN
Jul 30
Ian Goodfellow: Generative Adversarial Networks (GANs) | Lex Fridman Podcast #19
Lex Fridman
Ian Goodfellow, author of the seminal textbook *Deep Learning* and coiner of the term Generative Adversarial Networks (GANs), outlines current limitations in deep learning while discussing its potential evolution into reasoning systems. He identifies data efficiency as a primary bottleneck, noting that despite advances in unsupervised and reinforcement learning, models still require vast amounts of labeled or unlabeled data to generalize effectively, unlike human beings who learn from limited experiences.…
EN
Jul 30
MIT 6.S093: Introduction to Human-Centered Artificial Intelligence (AI)
Lex Fridman
The lecture introduces Human-Centered Artificial Intelligence (AI) based on the premise that while deep learning methods will continue to dominate real-world applications, purely data-driven systems face fundamental limitations regarding safety, fairness, and explainability because they cannot be provably safe or fair without human supervision.…
EN
Jul 30
Oriol Vinyals: DeepMind AlphaStar, StarCraft, and Language | Lex Fridman Podcast #20
Lex Fridman
Oriol Vinyals, a senior research scientist at Google DeepMind and former lead of the AlphaStar project, shares his journey from an amateur *StarCraft* player in Spain during the late 1990s to creating AI agents that defeated world-class professionals. His early interest was driven by video games rather than coding, evolving into competitive play before he transitioned to academia at Berkeley and later joined DeepMind following Google's acquisition of Brain.…
EN
Jul 30
Chris Lattner: Compilers, LLVM, Swift, TPU, and ML Accelerators | Lex Fridman Podcast #21
Lex Fridman
Chris Lattner, a senior director at Google and former lead developer of LLVM and Swift, traces his journey from writing BASIC programs in high school to becoming a world expert on compiler technologies. His early fascination with compilers was sparked by advisor Steve Bechtel, leading him to develop the LLVM infrastructure project while he was still an undergraduate student at the University of Illinois.…
EN
Jul 30
Rajat Monga: TensorFlow | Lex Fridman Podcast #22
Lex Fridman
Rajat Monga, Engineering Director of Google and leader of the TensorFlow team, joined Lex Fridman to discuss the evolution of machine learning from a niche research concept into a global ecosystem. The conversation traces the origins of Google Brain in 2011 under Jeff Dean, which aimed to scale deep learning by combining massive compute power with vast data sets. Early successes included breakthroughs in speech recognition and image classification, notably the "cats vs.…
EN
Jul 30
Rosalind Picard: Affective Computing, Emotion, Privacy, and Health | Lex Fridman Podcast #24
Lex Fridman
Rosalind Picard, a professor at MIT and director of the Affective Computing Research Group, defines affective computing not merely as machines recognizing human emotion but as systems that function with internal emotional mechanisms to influence human feelings.…
EN
Jul 30
Arianna Huffington: Thrive Global and the Huffington Post | Take It Uneasy Podcast
Lex Fridman
Arianna Huffington, founder of The Huffington Post and Thrive Global, frames the purpose of life through a spiritual lens that transcends physical death. Drawing on her early studies in comparative religion at Shantiniketan University in India, she argues that if consciousness continues after death, then exploring this dimension is central to a meaningful existence.…
EN
Jul 30
Jeff Hawkins: Thousand Brains Theory of Intelligence | Lex Fridman Podcast #25
Lex Fridman
In this episode of the Lex Fridman Podcast, Jeff Hawkins, founder of Numenta and the Redwood Center for Theoretical Neuroscience, argues that understanding human intelligence requires a deep comprehension of how the neocortex functions rather than relying solely on current machine learning approaches. Hawkins asserts that while existing systems like convolutional neural networks have utility, they lack true intelligence because they do not replicate the brain's fundamental principles.…
EN
Jul 30
Sean Carroll: The Nature of the Universe, Life, and Intelligence | Lex Fridman Podcast #26
Lex Fridman
In this episode of Lex Fridman Podcast #26, theoretical physicist Sean Carroll explores the profound relationship between understanding the fundamental laws of the universe and comprehending human intelligence. Carroll argues against the notion that mastering particle physics automatically explains brain function, emphasizing instead the concept of emergence where higher-level phenomena like tables, chairs, and people possess properties distinct from their microscopic constituents.…
EN
Jul 30
Kai-Fu Lee: AI Superpowers - China and Silicon Valley | Lex Fridman Podcast #27
Lex Fridman
Kai-Fu Lee, a former president of Google China and founder of Microsoft Research Asia, contrasts the distinct cultural engines driving innovation in Silicon Valley versus China. He characterizes the American approach as visionary and focused on breakthrough ideas that users cannot yet articulate, exemplified by Apple's multi-touch interface or Facebook's platform strategy.…
EN
Jul 30
Chris Urmson: Self-Driving Cars at Aurora, Google, CMU, and DARPA | Lex Fridman Podcast #28
Lex Fridman
Chris Urmson, a leading roboticist and former CTO of Google's self-driving car team, reflects on his journey from Carnegie Mellon University to founding Aurora Innovation. His early work involved the DARPA Grand Challenges and Urban Challenge at CMU under Red Whittaker, where he learned that autonomous driving was achievable despite initial skepticism about its difficulty.…
EN
Jul 30
Gustav Soderstrom: Spotify | Lex Fridman Podcast #29
Lex Fridman
Gustav Soderstrom, Chief Research and Development Officer at Spotify, joins Lex Fridman to discuss the evolution of music consumption from live performances to the digital streaming era. Soderstrom highlights how recording technology initially constrained creativity by limiting songs to three minutes due to wax disc limitations, whereas digitization removed these barriers yet consumers still adhere to short formats out of habit.…
EN
Jul 30
Kevin Scott: Microsoft CTO | Lex Fridman Podcast #30
Lex Fridman
In this wide-ranging conversation, Kevin Scott, CTO of Microsoft and former leader at LinkedIn and Google, provides a comprehensive overview of the company's diverse portfolio, which spans from cloud services and productivity software to hardware like Xbox and Surface devices.…
EN
Jul 30
George Hotz: Comma.ai, OpenPilot, and Autonomous Vehicles | Lex Fridman Podcast #31
Lex Fridman
George Hotz, founder of Comma.ai and a pioneer in unlocking early iPhones, joins Lex Fridman to discuss his journey from hardware hacking to developing autonomous driving systems with OpenPilot. Initially gaining fame for physically modifying an iPhone's address lines in 2007 without understanding software exploitation, Hotz evolved into a skilled programmer by building custom debugging tools like Kura and working at Google Project Zero.…
EN
Jul 30
Paola Arlotta: Brain Development from Stem Cell to Organoid | Lex Fridman Podcast #32
Lex Fridman
In this conversation with Lex Fridman, Paola Arlotta, a professor of stem cell and regenerative biology at Harvard University, explores the molecular laws governing human brain development from embryogenesis to adulthood.…
EN
Jul 30
Tesla is Going to Win Level 5 - George Hotz | AI Podcast Clips
Lex Fridman
George Hotz asserts with conviction that Tesla will achieve Level 5 autonomy, estimating that other competitors are currently one to two years behind in this race. While acknowledging that most companies today operate at a level comparable to current standards, he emphasizes that the path forward for Tesla involves transitioning from lane-keeping assistance to full self-driving capability through an incremental approach.…
EN
Jul 30
Chris Urmson: Is Lidar a Crutch? | AI Podcast Clips
Lex Fridman
Chris Urmson addresses the critical role of LiDAR in current autonomous vehicle sensor suites, asserting that while cameras and radars are essential components, a robust system requires the fusion of data from all three technologies. He acknowledges Elon Musk's provocative claim that LiDAR is merely a crutch by noting that humans navigate daily without lasers, proving passive vision can function; however, Urmson argues this comparison overlooks the severity of current road safety issues.…
EN
Jul 30
Keoki Jackson: Lockheed Martin | Lex Fridman Podcast #33
Lex Fridman
In this episode of the Lex Fridman Podcast, Keoki Jackson, CTO of Lockheed Martin, reflects on the company's century-long history of engineering marvels ranging from the SR-71 Blackbird and F-22 Raptor to critical space exploration missions.…
EN
Jul 30