Podcast: Lex Fridman Podcast (LS 77 · TOP 0.01% what is this?)
Episode: #206 – Ishan Misra: Self-Supervised Deep Learning in Computer Vision
Pub date: 2021-07-31

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Ishan Misra is a research scientist at FAIR working on self-supervised visual learning. Please support this podcast by checking out our sponsors:

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EPISODE LINKS:

Ishan’s twitter: https://twitter.com/imisra_

Ishan’s website: https://imisra.github.io

Ishan’s FAIR page: https://ai.facebook.com/people/ishan-misra/

PODCAST INFO:

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OUTLINE:

Here’s the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.

(00:00 ) – Introduction

(07:49 ) – Self-supervised learning

(16:24 ) – Self-supervised learning is the dark matter of intelligence

(20:17 ) – Categorization

(28:50 ) – Is computer vision still really hard?

(32:35 ) – Understanding Language

(42:14 ) – Harder to solve: vision or language

(48:59 ) – Contrastive learning & energy-based models

(52:59 ) – Data augmentation

(57:19 ) – Fixed audio spike by lowering sound with pen tool

(1:05:33 ) – Real data vs. augmented data

(1:09:16 ) – Non-contrastive learning energy based self supervised learning methods

(1:12:54 ) – Unsupervised learning (SwAV)

(1:15:37 ) – Self-supervised Pretraining (SEER)

(1:20:44 ) – Self-supervised learning (SSL) architectures

(1:26:43 ) – VISSL pytorch-based SSL library

(1:29:38 ) – Multi-modal

(1:37:06 ) – Active learning

(1:42:45 ) – Autonomous driving

(1:54:12 ) – Limits of deep learning

(1:58:19 ) – Difference between learning and reasoning

(2:03:26 ) – Building super-human AI

(2:11:14 ) – Most beautiful idea in self-supervised learning

(2:15:02 ) – Simulation for training AI

(2:18:27 ) – Video games replacing reality

(2:19:40 ) – How to write a good research paper

(2:24:08 ) – Best programming language for beginners

(2:25:01 ) – PyTorch vs TensorFlow

(2:28:26 ) – Advice for getting into machine learning

(2:30:31 ) – Advice for young people

(2:32:58 ) – Meaning of life

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