PodBud
Ep. 104

#104 - Prof. CHRIS SUMMERFIELD - Natural General Intelligence [SPECIAL EDITION]

Machine Learning Street TalkFebruary 22, 20231h 28m

Support us! https://www.patreon.com/mlst   MLST Discord: https://discord.gg/aNPkGUQtc5 Christopher Summerfield, Department of Experimental Psychology, University of Oxford is a Professor of Cognitive Neuroscience at the University of Oxford and a Research Scientist at Deepmind UK. His work focusses on the neural and computational mechanisms by which humans make decisions. Chris has just released an incredible new book on AI called "Natural General Intelligence". It's my favourite book on AI I have read so so far.  The book explores the algorithms and architectures that are driving progress in AI research, and discusses intelligence in the language of psychology and biology, using examples and analogies to be comprehensible to a wide audience. It also tackles longstanding theoretical questions about the nature of thought and knowledge. With Chris' permission, I read out a summarised version of Chapter 2 from his book on which was on Intelligence during the 30 minute MLST introduction.   Buy his book here: https://global.oup.com/academic/product/natural-general-intelligence-9780192843883?cc=gb&lang=en& YT version: https://youtu.be/31VRbxAl3t0 Interviewer: Dr. Tim Scarfe TOC: [00:00:00] Walk and talk with Chris on Knowledge and Abstractions [00:04:08] Intro to Chris and his book [00:05:55] (Intro) Tim reads Chapter 2: Intelligence  [00:09:28] Intro continued: Goodhart's law [00:15:37] Intro continued: The "swiss cheese" situation   [00:20:23] Intro continued: On Human Knowledge [00:23:37] Intro continued: Neats and Scruffies [00:30:22] Interview kick off  [00:31:59] What does it mean to understand? [00:36:18] Aligning our language models [00:40:17] Creativity  [00:41:40] "Meta" AI and basins of attraction  [00:51:23] What can Neuroscience impart to AI [00:54:43] Sutton, neats and scruffies and human alignment [01:02:05] Reward is enough [01:19:46] Jon Von Neumann and Intelligence [01:23:56] Compositionality References

Summary coming soon

We're working on generating an AI-powered summary for this episode. Subscribe to get notified when it's ready.

Never miss a podcast summary

Get AI-powered summaries of your favorite podcasts delivered straight to your inbox.

Subscribe for more summaries