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The Child's Machine vs. the World's Brain
Published on Nov 16, 20123586 Views
I think of machine learning research as building two different types of entities: Turing’s Child Machine and H.G. Wells’ World Brain. The former is a machine that learns incrementally by receiving ins
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Chapter list
The Child Machine vs The World Brain00:00
A bit of history00:35
The University of Illinois01:15
Artificial Intelligence: the first 2,400 years02:00
The AI Program (1)02:43
The AI Program (2)03:17
The AI Program (3)04:08
Turing's Mind Paper04:28
The Child Machine05:17
Incremental Learning06:06
The World Brain (1)10:05
The World Brain (2)10:08
The World Brain (3)10:24
The World Brain (4)10:37
Where has AI gone?11:44
Do we need deep AI?12:39
Where does structure come from?14:01
Logic and Probability14:26
Cumulative Learning15:33
Concept Lattice (1)16:28
Concept Lattice (2)17:15
Concept Lattice (3)17:26
Problems in Incremental Learning (1)17:53
Problems in Incremental Learning (2)17:54
Problems in Incremental Learning (3)18:23
Problems in Incremental Learning (4)18:45
Problems in Incremental Learning (5)18:47
Is there an error?19:08
Where is the error?20:00
Is it worth fixing?20:34
How to fix it?20:48
Why haven’t we solved these problems?21:05
Robots22:08
Robotics is hard22:29
Robot Evolution23:13
Freddy30:21
Learning agent needs an architecture35:10
Learning Agent Architecture37:41
Trainer’s Demonstration37:55
Learning at different levels of abstraction38:01
Learning Control Actions38:53
Robots in the Cloud (1)41:52
Robots in the Cloud (2)44:14
Robots in the Cloud (3)45:15
Questions?46:00