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Basic knowledge of topology How it relates to ai Does ai need to understand or integrate topology Can ai provide useful answers to hard topological problems

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This is not be a full answer to your question, but a good start I believe. Take a look at TDA (Topological Data Analysis) and how is topology used in nlp.

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Cybenko's 1989 universal approximation theorem, loosely speaking, says that any "decent" function can be approximated as close as desired, using a neural network. This is part of why neural networks are so popular in many AI applications, because there is a theoretical argument for why they can fit complex relationships.

One of the technical conditions about what constitutes a "decent" function relates to the topology, chiefly set compactness.

Dave
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