DARPA sees future third wave of Artificial Intelligence
by noreply@blogger.com (brian wang) from NextBigFuture.com on (#2DGC9)
DARPA sees three waves of artificial intelligence -
Wave 1
Engineers create sets of rules to represent knowledge in well"defined domains
The structure of the knowledge is defined by humans
The specifics are explored by the machine
Wave 2
Manifold hypothesis
Natural data forms lower dimensional structures (manifolds) in the embedding space
Each manifold represents a different entity
Understanding data comes by separating the manifolds
More detailed parsing until categories are clearly separated
Statistically impressive, but individually unreliable
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Wave 1
Engineers create sets of rules to represent knowledge in well"defined domains
The structure of the knowledge is defined by humans
The specifics are explored by the machine
Wave 2
Manifold hypothesis
Natural data forms lower dimensional structures (manifolds) in the embedding space
Each manifold represents a different entity
Understanding data comes by separating the manifolds
More detailed parsing until categories are clearly separated
Statistically impressive, but individually unreliable
Read more