MIT-Deep-Learning.md

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Lectures on Deep Learning, Robotics, and AI

This page is a collection of select recorded lectures on AI given by Lex Fridman and others.

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2020

• Deep Learning State of the Art (2020)

  ::: lecture-person [Lex Fridman] :::

• Privacy Preserving AI

  ::: lecture-person [Andrew Trask][, OpenMined, University of Oxford] :::

• Efficient Computing for Deep Learning, Robotics, and AI

  ::: lecture-person [Vivienne Sze][, MIT] :::

• Complete Statistical Theory of Learning

  ::: lecture-person [Vladimir Vapnik][, Columbia University] :::

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2019

• Deep Learning Basics: Introduction and Overview

  ::: lecture-person [Lex Fridman] :::

• Deep Learning State of the Art (2019)

  ::: lecture-person [Lex Fridman] :::

• Introduction to Deep Reinforcement Learning

  ::: lecture-person [Lex Fridman] :::

• Self-Driving Cars: State of the Art (2019)

  ::: lecture-person [Lex Fridman] :::

• Waymo

  ::: lecture-person [Drago Anguelov][, Principal Scientist, Waymo] :::

• Voyage

  ::: lecture-person [Oliver Cameron][, CEO, Voyage] :::

• Aptiv

  ::: lecture-person [Karl Iagnemma][, President, Aptiv Autonomous Mobility] :::

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2018

• Deep Learning

  ::: lecture-person [Lex Fridman] :::

• Deep Reinforcement Learning

  ::: lecture-person [Lex Fridman] :::

• Computer Vision

  ::: lecture-person [Lex Fridman] :::

• Deep Learning for Human Sensing

  ::: lecture-person [Lex Fridman] :::

• Self-Driving Cars: State of the Art (2018)

  ::: lecture-person [Lex Fridman] :::

• Artificial General Intelligence (AGI)

  ::: lecture-person [Lex Fridman] :::

• Waymo

  ::: lecture-person [Sacha Arnoud][, Director of Engineering, Waymo] :::

• nuTonomy

  ::: lecture-person [Emilio Frazzoli][, CTO, nuTonomy] :::

• Aurora

  ::: lecture-person [Sterling Anderson][, Co-Founder, Aurora] :::

• Boston Dynamics

  ::: lecture-person [Marc Raibert][, Boston Dynamics] :::

• Building machines that see, learn, and think like people

  ::: lecture-person [Josh Tenenbaum][, Professor, MIT] :::

• Computational Universe

  ::: lecture-person [Stephen Wolfram][, Wolfram Research] :::

• Future of Intelligence

  ::: lecture-person [Ray Kurzweil][, Google] :::

• How the Brain Creates Emotions

  ::: lecture-person [Lisa Feldman Barrett][, Professor, Northeastern U.] :::

• OpenAI Meta-Learning and Self-Play

  ::: lecture-person [Ilya Sutskever][, Co-Founder, OpenAI] :::

• Cognitive Architecture

  ::: lecture-person [Nate Derbinsky][, Professor, Northeastern U.] :::

• Autonomous Weapons Systems Policy

  ::: lecture-person [Richard Moyes][, Co-Founder, Article36] :::

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2017

• Introduction to Deep Learning and Self-Driving Cars

  ::: lecture-person [Lex Fridman] :::

• Deep Reinforcement Learning for Motion Planning

  ::: lecture-person [Lex Fridman] :::

• Convolutional Neural Networks for End-to-End Learning of the Driving Task

  ::: lecture-person [Lex Fridman] :::

• Recurrent Neural Networks for Steering Through Time

  ::: lecture-person [Lex Fridman] :::

• Deep Learning for Human-Centered Semi-Autonomous Vehicles

  ::: lecture-person [Lex Fridman] :::

• Technology, Policy and Vehicle Safety

  ::: lecture-person [Chris Gerdes][, Stanford] :::

• Motion Planning in a Complex World

  ::: lecture-person [Sertac Karaman][, Professor, MIT] :::

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