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1:19:59EN
Lex Fridman· Dec 23, 2018Podcast · 2 speakersSchmidhuber’s bet: true meta-learning rewrites the learner, not the last layerGuest Juergen Schmidhuber · Host Lex FridmanJürgen Schmidhuber tells Lex Fridman how Gödel machines, compression-as-science, Power Play, LSTMs, and world models all descend from a teenage plan to multiply one person’s curiosity into a better physicist than he could ever be.Models & trainingML fundamentalsAGI Timelines+3
42:45EN
Lex Fridman· Dec 16, 2018Podcast · 2 speakersA one-legged robot learned a backflip from "this is better"Guest Pieter Abbeel · Host Lex FridmanPieter Abbeel tells Lex Fridman why preference comparisons, self-play, ten-minute demos, and messy ensembles of simulators are the practical path through deep reinforcement learning.Models & trainingReinforcement LearningRobotics+2
1:26:21EN
Lex Fridman· Dec 9, 2018Podcast · 2 speakersThe Machine Should Never Treat Its Objective as GospelGuest Stuart Russell · Host Lex FridmanStuart Russell talks with Lex Fridman about metareasoning, self-driving reliability, and why uncertainty about human goals is the core of the control problem.Security & safetySafety & governanceAutonomous Driving+3
1:03:45EN
Jane Street· Dec 7, 2018Jane Street and the OCaml CompilerYaron Minsky · Jane StreetRon Minsky traces an accidental language adoption into a long-term commitment to compiler engineering and a shared open-source ecosystem.Programming LanguagesSoftware engineeringDeveloper productivity+1
33:07EN
Lex Fridman· Dec 4, 2018Podcast · 2 speakersThey Ran an Extension Cord Next Door and Invented GoogleGuest Eric Schmidt · Host Lex FridmanEric Schmidt tells Lex Fridman that Larry and Sergey never held the entrepreneurship meeting: they had a better algorithm, too little power in the dorm, and a $100,000 check.Enterprise & strategyCompany BuildingAI Strategy+3
15:50EN
3Blue1Brown· Dec 2, 2018Why a Sphere’s Surface Area Is Four Times Its ShadowGrant Sanderson · 3Blue1BrownTwo geometric routes from a sphere to circles, and a generalization to convex shapes.Mathematics
1:20:09EN
Lex Fridman· Nov 29, 2018Podcast · 2 speakersStack Overflow Was Never Designed for BeginnersGuest Jeff Atwood · Host Lex FridmanOn Stack Overflow’s tenth birthday, Jeff Atwood talks with Lex Fridman about puzzles, leadership, Discourse, and why a software team’s health is how fast it can change one word.Open source & communityCoding CultureCompany Building+3
1:37:30EN
Google DeepMind· Nov 23, 2018Volodymyr Mnih: A Tour of Deep Reinforcement Learning AgentsVolodymyr Mnih · DeepMindFrom DQN and replay to A3C and IMPALA, a 2018 lecture traces the design choices behind deep RL agents.Reinforcement LearningDeep LearningAI research
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Lex Fridman· Nov 22, 2018Podcast · 2 speakersHe raised Python like a child, then set it freeGuest Guido van Rossum · Host Lex FridmanIn a 2018 conversation with Lex Fridman, Guido van Rossum traces Python from electronics kits and Conway's Game of Life to the Thursday morning he resigned as benevolent dictator for life.Open source & communityProgramming LanguagesOpen-source ecosystems+3
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Lex Fridman· Nov 16, 2018Podcast · 2 speakersThe Hardest Part of Learning Was Left Out of the TextbooksGuest Vladimir Vapnik · Host Lex FridmanVladimir Vapnik tells Lex Fridman why intelligence is the work of inventing predicates that shrink the admissible set of functions, not of fitting a rule to a mountain of data.Models & trainingML fundamentalsDeep Learning Critique+3
6 slides1:06:51EN
Jane Street· Oct 24, 2018Marius Eriksen: Reflow for Incremental Cloud Data ProcessingMarius Eriksen · GRAILA functional language and runtime turn data workflows into typed programs, reuse prior results and provision cloud resources on demand.Software engineeringInfrastructure & deploymentProgramming Languages
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Lex Fridman· Oct 20, 2018Podcast · 2 speakersAn Adult Can Change Last Year's Mind. A Network Still Cannot.Guest Yoshua Bengio · Host Lex FridmanYoshua Bengio tells Lex Fridman that the missing pieces of deep learning sit in credit assignment, training objectives, and a kind of compositionality borrowed from classical AI — not in ten thousand layers.Models & trainingDeep LearningML fundamentals+3
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Lex Fridman· Oct 17, 2018Podcast · 2 speakersSteven Pinker: Intelligence Is Not a Will to PowerGuest Steven Pinker · Host Lex FridmanThe Harvard psychologist tells Lex Fridman why nuke analogies, paperclip stories, and AI-takeover fears mix up problem-solving with domination.Security & safetySafety & governanceExistential Risk+3
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Lex Fridman· Sep 1, 2018Podcast · 2 speakersA 2040 Siri That Passes Every Turing Test Still Wouldn't Be ConsciousGuest Christof Koch · Host Lex FridmanNeuroscientist Christof Koch tells Lex Fridman why intelligence is function, consciousness is being, and a perfect brain simulation has no more inner life than a laptop simulating a black hole.Consciousness & IntelligencePhilosophy of MindAI research+3
1:22:58EN
Lex Fridman· Aug 26, 2018Podcast · 2 speakersIf NASA finds nothing on Mars, Max Tegmark cheersGuest Max Tegmark · Host Lex FridmanThe MIT physicist behind Life 3.0 tells Lex Fridman why we may be the only advanced life in the observable universe, and why that makes AGI alignment a cosmic responsibility rather than a science-fiction subplot.Security & safetySafety & governanceAGI Timelines+3
9 slides1:14:23EN
Jane Street· Aug 24, 2018Cristina Rosu: Building Dynamic OCaml Web Apps with Incr_domCristina Rosu · Jane StreetA practical introduction to the Elm architecture, virtual DOM and incremental computation, followed by a live counter-app demonstration.Programming LanguagesSoftware engineeringDeveloper productivity+1
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3Blue1Brown· May 19, 2018Derivatives as Transformations and Fixed-Point StabilityGrant SandersonA local scaling view explains a continued fraction and its two fixed points.MathematicsEducation
11 slides1:02:34EN
Jane Street· May 10, 2018Andy Ray on Designing and Running OCaml on FPGAsAndy Ray · Jane StreetHardCaml turns OCaml into a hardware design language. Andy Ray explains FPGA fundamentals, simulation and verification, then demonstrates an OCaml software stack running on a soft CPU.SemiconductorsProgramming LanguagesSoftware engineering+1
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Lex Fridman· Apr 21, 2018Podcast · 2 speakersGeoffrey Hinton’s 2016 Vision for Document UnderstandingGuest Geoffrey Hinton · Host Lex FridmanA historical prediction about translation and meaning-based search.
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3Blue1Brown· Apr 20, 2018A Geometric Proof of the Wallis Product for πRoots of unity, distances on a circle and a careful limit explain an infinite product.MathematicsScience Communication
8 slides1:14:37EN
Jane Street· Apr 5, 2018Adding an Effect System to OCamlLeo White · Jane StreetA prototype brings algebraic effects into OCaml’s type system and explores how to track exceptions, I/O and locally mutable state.Programming LanguagesSoftware engineeringDeveloper workflows & testing
5 slides1:08:43EN
Jane Street· Mar 19, 2018Ron Minsky on Types and Why They Matter in SoftwareYaron Minsky · Jane StreetType systems can make programs faster, catch mistakes and guide large refactorings, but their value depends on the language and the work. Ron Minsky explains the trade-offs through practical examples.Programming LanguagesSoftware engineeringDeveloper workflows & testing
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Google DeepMind· Mar 7, 2018Shane Legg on Measuring Machine IntelligenceShane Legg · Google DeepMindA 2010 proposal for defining general intelligence and approximating it through tests across many environments.AI researchEvalsReinforcement Learning+2
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Jane Street· Feb 28, 2018Shriram Krishnamurthi on Designing Computing Curricula for Real ClassroomsShriram Krishnamurthi · Brown UniversityThe Bootstrap project treats curriculum design as an engineering problem: start with goals and constraints, then support teachers and measure learning.EducationProgramming LanguagesSoftware engineering
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