Gary Marcus: Toward a Hybrid of Deep Learning and Symbolic AI | Artificial Intelligence (AI) Podcast

Gary Marcus is a professor emeritus at NYU, founder of Robust.AI and Geometric Intelligence, the latter is a machine learning company acquired by Uber in 2016. He is the author of several books on natural and artificial intelligence, including his new book Rebooting AI: Building Machines We Can Trust. Gary has been a critical voice highlighting the limits of deep learning and discussing the challenges before the AI community that must be solved in order to achieve artificial general intelligence. This conversation is part of the Artificial Intelligence podcast.

INFO:
Podcast website:
https://lexfridman.com/ai
iTunes:
https://apple.co/2lwqZIr
Spotify:
https://spoti.fi/2nEwCF8
RSS:
https://lexfridman.com/category/ai/feed/
Full episodes playlist:
https://www.youtube.com/playli....st?list=PLrAXtmErZgO
Clips playlist:
https://www.youtube.com/playli....st?list=PLrAXtmErZgO

EPISODE LINKS:
Gary website: http://garymarcus.com/
Rebooting AI book: https://amzn.to/2pAPcz3
Kluge book: https://amzn.to/2ncvR6o

OUTLINE:
0:00 - Introduction
1:37 - Singularity
5:48 - Physical and psychological knowledge
10:52 - Chess
14:32 - Language vs physical world
17:37 - What does AI look like 100 years from now
21:28 - Flaws of the human mind
25:27 - General intelligence
28:25 - Limits of deep learning
44:41 - Expert systems and symbol manipulation
48:37 - Knowledge representation
52:52 - Increasing compute power
56:27 - How human children learn
57:23 - Innate knowledge and learned knowledge
1:06:43 - Good test of intelligence
1:12:32 - Deep learning and symbol manipulation
1:23:35 - Guitar

CONNECT:
- Subscribe to this YouTube channel
- Twitter: https://twitter.com/lexfridman
- LinkedIn: https://www.linkedin.com/in/lexfridman
- Facebook: https://www.facebook.com/lexfridman
- Instagram: https://www.instagram.com/lexfridman
- Medium: https://medium.com/@lexfridman
- Support on Patreon: https://www.patreon.com/lexfridman