BI 088 Randy O'Reilly: Simulating the Human Brain

November 02, 2020 01:39:08
BI 088 Randy O'Reilly: Simulating the Human Brain
Brain Inspired
BI 088 Randy O'Reilly: Simulating the Human Brain

Nov 02 2020 | 01:39:08

/

Show Notes

Randy and I discuss his LEABRA cognitive architecture that aims to simulate the human brain, plus his current theory about how a loop between cortical regions and the thalamus could implement predictive learning and thus solve how we learn with so few examples. We also discuss what Randy thinks is the next big thing neuroscience can contribute to AI (thanks to a guest question from Anna Schapiro), and much more.

A few take-home points:

Timestamps:

0:00 –  Intro 
3:54 – Skip Intro 
6:20 – Being in awe 
18:57 – How current AI can inform neuro 
21:56 – Anna Schapiro question – how current neuro can inform AI.
29:20 – Learned vs. innate cognition 
33:43 – LEABRA 
38:33 – Developing Leabra 
40:30 – Macroscale
42:33 – Thalamus as microscale 
43:22 – Thalamocortical circuitry 
47:25 – Deep predictive learning 
56:18 – Deep predictive learning vs. backrop 
1:01:56 – 10 Hz learning cycle 
1:04:58 – Better theory vs. more data 
1:08:59 – Leabra vs. Spaun 
1:13:59 – Biological realism 
1:21:54 – Bottom-up inspiration 
1:27:26 – Biggest mistake in Leabra 
1:32:14 – AI consciousness 
1:34:45 – How would Randy begin again? 

Other Episodes

Episode 0

May 17, 2021 01:01:43
Episode Cover

BI 105 Sanjeev Arora: Off the Convex Path

Sanjeev and I discuss some of the progress toward understanding how deep learning works, specially under previous assumptions it wouldn’t or shouldn’t work as...

Listen

Episode 0

November 06, 2019 01:25:48
Episode Cover

BI 052 Andrew Saxe: Deep Learning Theory

Support the Podcast Andrew and I discuss his work exploring how various facets of deep networks contribute to their function, i.e. deep network theory....

Listen

Episode 0

July 31, 2024 01:41:03
Episode Cover

BI 190 Luis Favela: The Ecological Brain

Support the show to get full episodes and join the Discord community. Luis Favela is an Associate Professor at Indiana University Bloomington. He is...

Listen