Lex Fridman Podcast

Ian Goodfellow: Generative Adversarial Networks (GANs)

Apr 18, 2019

01:08:47

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Highlights

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Episode notes

Unlocking Deep Learning: A Fundamental Inquiry

00:44

In the Game of Creativity, Competition Breeds Realism

01:13

Neural Networks and Domain Anomalies

03:08

How to Do the Difficult Cases in Autonomous Systems

01:51

Introduction

3min

Deep Learning

2min

Is Consciousness a Singular Representation?

2min

Is It Possible to Jump From Limited to Human Level?

2min

Are Adversarial Examples a Tool to Improve Machine Learning Performance?

2min

How to Do the Difficult Cases in Autonomous Systems

2min

Deep Learning and Speech Recognition - What's the Future of Machine Learning?

4min

What Is Deep Learning?

2min

What's an Example of Deep Learning?

2min

10.

Is Back Propagation Going Away?

4min

11.

Machine Learning - Is There a Need for Knowledge Based Models?

2min

12.

How to Train a Neural Net in a Deep Bolts and Machine

3min

13.

Using a GAN to Generate Photos of Cats

4min

14.

Generate Realistic Images Using a Convolutional Network Architecture

3min

15.

Generic Models Besides GANS Are There?

2min

16.

Are GANs Doing Better?

5min

17.

Getting Away From Labeled Data

3min

18.

Neural Networks and Domain Anomalies

3min

19.

Do You Think GANs Will Generate More Data?

3min

20.

Machine Learning Models That Are Unfair With Sensitive Variables

3min

21.

Is GAN Generating Data a Thing of Concern to You?

1min

22.

Is There a Way to Authenticate a Fake Detector?

2min

23.

How to Develop a New Idea in Machine Learning in a Short Space of Time?

3min

24.

Artificial General Intelligence - What Do You Think It Takes?

2min

25.

Is AutoML a Good Benchmark for Intelligence?

2min

26.

Are You a Robot?

2min

27.

Machine Learning

3min

Ian Goodfellow is the author of the popular textbook on deep learning (simply titled “Deep Learning”). He coined the term Generative Adversarial Networks (GANs) and with his 2014 paper is responsible for launching the incredible growth of research on GANs. Video version is available on YouTube. If you would like to get more information about this podcast go to https://lexfridman.com/ai or connect with @lexfridman on Twitter, LinkedIn, Facebook, Medium, or YouTube where you can watch the video versions of these conversations.

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Lex Fridman Podcast

Ian Goodfellow: Generative Adversarial Networks (GANs)

Unlocking Deep Learning: A Fundamental Inquiry

In the Game of Creativity, Competition Breeds Realism

Neural Networks and Domain Anomalies

How to Do the Difficult Cases in Autonomous Systems

Get the Snipdpodcast app

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Discoverhighlights

Save anymoment

Share& Export

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Get the Snipd
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