- 12-30Donald Knuth: Algorithms, TeX, Life, and The Art of Computer Programming106 分钟
- 00:00Introduction
- 03:45IBM 650
- 07:51Geeks
- 12:29Alan Turing
- 14:26My life is a convex combination of english and mathematics
- 24:00Japanese arrow puzzle example
- 25:42Neural networks and machine learning
- 27:59The Art of Computer Programming
- 36:49Combinatorics
- 39:16Writing process
- 42:10Are some days harder than others?
- 48:36What’s the “Art” in the Art of Computer Programming
- 50:21Binary (boolean) decision diagram
- 55:06Big-O notation
- 58:02P=NP
- 1:10:05Artificial intelligence
- 1:13:26Ant colonies and human cognition
- 1:17:11God and the Bible
- 1:24:28Reflection on life
- 1:28:25Facing mortality
- 1:33:40TeX and beautiful typography
- 1:39:23How much of the world do we understand?
- 1:44:17Question for God
- 12-28Melanie Mitchell: Concepts, Analogies, Common Sense & Future of AI113 分钟
- 00:00Introduction
- 02:33The term “artificial intelligence”
- 06:30Line between weak and strong AI
- 12:46Why have people dreamed of creating AI?
- 15:24Complex systems and intelligence
- 18:38Why are we bad at predicting the future with regard to AI?
- 22:05Are fundamental breakthroughs in AI needed?
- 25:13Different AI communities
- 31:28Copycat cognitive architecture
- 36:51Concepts and analogies
- 55:33Deep learning and the formation of concepts
- 1:09:07Autonomous vehicles
- 1:20:21Embodied AI and emotion
- 1:25:01Fear of superintelligent AI
- 1:36:14Good test for intelligence
- 1:38:09What is complexity?
- 1:43:09Santa Fe Institute
- 1:47:34Douglas Hofstadter
- 1:49:42Proudest moment
- 12-25Jim Gates: Supersymmetry, String Theory and Proving Einstein Right95 分钟
- 00:00Introduction
- 03:13Will we ever venture outside our solar system?
- 05:16When will the first human step foot on Mars?
- 11:14Are we alone in the universe?
- 13:55Most beautiful idea in physics
- 16:29Can the mind be digitized?
- 21:15Does the possibility of superintelligence excite you?
- 22:25Role of dreaming in creativity and mathematical thinking
- 30:51Existential threats
- 31:46Basic particles underlying our universe
- 41:28What is supersymmetry?
- 52:19Adinkra symbols
- 1:00:24String theory
- 1:07:02Proving Einstein right and experimental validation of general relativity
- 1:19:07Richard Feynman
- 1:22:01Barack Obama’s Council of Advisors on Science and Technology
- 1:30:20Exciting problems in physics that are just within our reach
- 1:31:26Mortality
- 12-21Sebastian Thrun: Flying Cars, Autonomous Vehicles, and Education79 分钟
- 00:00Introduction
- 03:24The Matrix
- 04:39Predicting the future 30+ years ago
- 06:14Machine learning and expert systems
- 09:18How to pick what ideas to work on
- 11:27DARPA Grand Challenges
- 17:33What does it take to be a good leader?
- 23:44Autonomous vehicles
- 38:42Waymo and Tesla Autopilot
- 42:11Self-Driving Car Nanodegree
- 47:29Machine learning
- 51:10AI in medical applications
- 54:06AI-related job loss and education
- 57:51Teaching soft skills
- 1:00:13Kitty Hawk and flying cars
- 1:08:22Love and AI
- 1:13:12Life
- 12-17Michael Stevens: Vsauce59 分钟
- 00:00Introduction
- 02:26Psychology
- 03:59Consciousness
- 06:55Free will
- 07:55Perception vs reality
- 09:59Simulation
- 11:32Science
- 16:24Flat earth
- 27:04Artificial Intelligence
- 30:14Existential threats
- 38:03Elon Musk and the responsibility of having a large following
- 43:05YouTube algorithm
- 52:41Mortality and the meaning of life
- 12-14Rohit Prasad: Amazon Alexa and Conversational AI106 分钟
- 00:00Introduction
- 04:34Her
- 06:31Human-like aspects of smart assistants
- 08:39Test of intelligence
- 13:04Alexa prize
- 21:35What does it take to win the Alexa prize?
- 27:24Embodiment and the essence of Alexa
- 34:35Personality
- 36:23Personalization
- 38:49Alexa’s backstory from her perspective
- 40:35Trust in Human-AI relations
- 44:00Privacy
- 47:45Is Alexa listening?
- 53:51How Alexa started
- 54:51Solving far-field speech recognition and intent understanding
- 1:11:51Alexa main categories of skills
- 1:13:19Conversation intent modeling
- 1:17:47Alexa memory and long-term learning
- 1:22:50Making Alexa sound more natural
- 1:27:16Open problems for Alexa and conversational AI
- 1:29:26Emotion recognition from audio and video
- 1:30:53Deep learning and reasoning
- 1:36:26Future of Alexa
- 1:41:47The big picture of conversational AI
- 12-11Judea Pearl: Causal Reasoning, Counterfactuals, Bayesian Networks, and the Path to AGI83 分钟
- 00:00Introduction
- 03:18Descartes and analytic geometry
- 06:25Good way to teach math
- 07:10From math to engineering
- 09:14Does God play dice?
- 10:47Free will
- 11:59Probability
- 22:21Machine learning
- 23:13Causal Networks
- 27:48Intelligent systems that reason with causation
- 29:29Do(x) operator
- 36:57Counterfactuals
- 44:12Reasoning by Metaphor
- 51:15Machine learning and causal reasoning
- 53:28Temporal aspect of causation
- 56:21Machine learning (continued)
- 59:15Human-level artificial intelligence
- 1:04:08Consciousness
- 1:04:31Concerns about AGI
- 1:09:53Religion and robotics
- 1:12:07Daniel Pearl
- 1:19:09Advice for students
- 1:21:00Legacy
- 12-05Whitney Cummings: Comedy, Robotics, Neurology, and Love77 分钟
- 00:00Introduction
- 03:51Eye contact
- 04:42Robot gender
- 08:49Whitney’s robot (Bearclaw)
- 12:17Human reaction to robots
- 14:09Fear of robots
- 25:15Surveillance
- 29:35Animals
- 35:01Compassion from people who own robots
- 37:55Passion
- 44:57Neurology
- 56:38Social media
- 1:04:35Love
- 1:13:40Mortality
- 12-02Ray Dalio: Principles, the Economic Machine, Artificial Intelligence & the Arc of Life91 分钟
- 00:00Introduction
- 02:56Doing something that’s never been done before
- 08:39Shapers
- 13:28A Players
- 15:09Confidence and disagreement
- 17:10Don’t confuse dilusion with not knowing
- 24:38Idea meritocracy
- 27:39Is credit good for society?
- 32:59What is money?
- 37:13Bitcoin and digital currency
- 41:01The economic machine is amazing
- 46:24Principle for using AI
- 58:55Human irrationality
- 1:01:31Call for adventure at the edge of principles
- 1:03:26The line between madness and genius
- 1:04:30Automation
- 1:07:28American dream
- 1:14:02Can money buy happiness?
- 1:19:48Work-life balance and the arc of life
- 1:28:01Meaning of life