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Statistics for Machine Learning
book

Statistics for Machine Learning

by Pratap Dangeti
July 2017
Beginner to intermediate
442 pages
10h 8m
English
Packt Publishing
Content preview from Statistics for Machine Learning

Google DeepMind's AlphaGo

Google DeepMind's AlphaGo is a new sensation in the field of artificial intelligence, as many industry experts had predicted that it would take about 10 years to beat human players but AlphaGo's victory against humans has proved them wrong. The main complexity of Go is due to its exhaustive search space: let's say b is game's breadth, and d is its depth, which means the combinations to explore for Go are (b~250, d~150), whereas for chess they are (b~35, d~80). This makes clear the difference in complexity of Go over chess. In fact, IBM Deep Blue beat Garry Kasparov in 1997 using a brute force or exhaustive search technique, which is not possible with the a game of Go.

AlphaGo uses value networks to evaluate the board ...

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Publisher Resources

ISBN: 9781788295758