#206 – Ishan Misra: Self-Supervised Deep Learning in Computer Vision
发布时间 2021-07-31 16:03:43 来源
摘要
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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