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](https://lex.mit.edu) and others.

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### 2020

-   [Deep Learning State of the Art
    (2020)](https://www.youtube.com/watch?v=0VH1Lim8gL8&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Privacy Preserving
    AI](https://www.youtube.com/watch?v=4zrU54VIK6k&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Andrew Trask][, OpenMined, University of
    Oxford]
    :::
-   [Efficient Computing for Deep Learning, Robotics, and
    AI](https://www.youtube.com/watch?v=WbLQqPw_n88&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Vivienne Sze][, MIT]
    :::
-   [Complete Statistical Theory of
    Learning](https://www.youtube.com/watch?v=Ow25mjFjSmg&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

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

::: section
### 2019

-   [Deep Learning Basics: Introduction and
    Overview](https://www.youtube.com/watch?v=O5xeyoRL95U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Deep Learning State of the Art
    (2019)](https://www.youtube.com/watch?v=53YvP6gdD7U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Introduction to Deep Reinforcement
    Learning](https://www.youtube.com/watch?v=zR11FLZ-O9M&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Self-Driving Cars: State of the Art
    (2019)](https://www.youtube.com/watch?v=sRxaMDDMWQQ&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Waymo](https://www.youtube.com/watch?v=Q0nGo2-y0xY&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Drago Anguelov][, Principal Scientist,
    Waymo]
    :::
-   [Voyage](https://www.youtube.com/watch?v=-j0tc0Y1CIE&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Oliver Cameron][, CEO, Voyage]
    :::
-   [Aptiv](https://www.youtube.com/watch?v=p5AtrKqQ3Fw&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

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

::: section
### 2018

-   [Deep
    Learning](https://www.youtube.com/watch?v=-6INDaLcuJY&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Deep Reinforcement
    Learning](https://www.youtube.com/watch?v=MQ6pP65o7OM&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Computer
    Vision](https://www.youtube.com/watch?v=CLOAswsxudo&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Deep Learning for Human
    Sensing](https://www.youtube.com/watch?v=Z2GfE8pLyxc&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Self-Driving Cars: State of the Art
    (2018)](https://www.youtube.com/watch?v=_OCjqIgxwHw&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Artificial General Intelligence
    (AGI)](https://www.youtube.com/watch?v=-GV_A9Js2nM&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Waymo](https://www.youtube.com/watch?v=LSX3qdy0dFg&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Sacha Arnoud][, Director of Engineering,
    Waymo]
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-   [nuTonomy](https://www.youtube.com/watch?v=dWSbItd0HEA&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

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    [Emilio Frazzoli][, CTO, nuTonomy]
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-   [Aurora](https://www.youtube.com/watch?v=HKBhP9JISF0&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Sterling Anderson][, Co-Founder,
    Aurora]
    :::
-   [Boston
    Dynamics](https://www.youtube.com/watch?v=LiNSPRKHyvo&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Marc Raibert][, Boston Dynamics]
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-   [Building machines that see, learn, and think like
    people](https://www.youtube.com/watch?v=7ROelYvo8f0&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Josh Tenenbaum][, Professor, MIT]
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-   [Computational
    Universe](https://www.youtube.com/watch?v=P7kX7BuHSFI&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Stephen Wolfram][, Wolfram
    Research]
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-   [Future of
    Intelligence](https://www.youtube.com/watch?v=9Z06rY3uvGY&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Ray Kurzweil][, Google]
    :::
-   [How the Brain Creates
    Emotions](https://www.youtube.com/watch?v=qwsft6tmvBA&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lisa Feldman Barrett][, Professor, Northeastern
    U.]
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-   [OpenAI Meta-Learning and
    Self-Play](https://www.youtube.com/watch?v=9EN_HoEk3KY&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Ilya Sutskever][, Co-Founder,
    OpenAI]
    :::
-   [Cognitive
    Architecture](https://www.youtube.com/watch?v=bfO4EkoGh40&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Nate Derbinsky][, Professor, Northeastern
    U.]
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-   [Autonomous Weapons Systems
    Policy](https://www.youtube.com/watch?v=U6lJI-NSfBY&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

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

::: section
### 2017

-   [Introduction to Deep Learning and Self-Driving
    Cars](https://www.youtube.com/watch?v=1L0TKZQcUtA&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Deep Reinforcement Learning for Motion
    Planning](https://www.youtube.com/watch?v=QDzM8r3WgBw&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Convolutional Neural Networks for End-to-End Learning of the
    Driving
    Task](https://www.youtube.com/watch?v=U1toUkZw6VI&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Recurrent Neural Networks for Steering Through
    Time](https://www.youtube.com/watch?v=nFTQ7kHQWtc&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Deep Learning for Human-Centered Semi-Autonomous
    Vehicles](https://www.youtube.com/watch?v=ByZF8_-OJNI&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Lex Fridman]
    :::
-   [Technology, Policy and Vehicle
    Safety](https://www.youtube.com/watch?v=LDprUza7yT4&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Chris Gerdes][, Stanford]
    :::
-   [Motion Planning in a Complex
    World](https://www.youtube.com/watch?v=0fLSf3NO0-s&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf)

    ::: lecture-person
    [Sertac Karaman][, Professor, MIT]
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[Contact](https://lexfridman.com/contact/)
[·]
[Accessibility](https://accessibility.mit.edu/)