April 2018
Beginner to intermediate
500 pages
11h 26m
English
book
Hands-On Machine Learning on Google Cloud Platform
by Giuseppe Ciaburro, V Kishore Ayyadevara, Alexis Perrier, Bryan Fry, Antonio Gulli
Content preview from Hands-On Machine Learning on Google Cloud Platform
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Boltzmann machine disadvantages
Numerous problems have emerged in the use of algorithms based on Boltzmann machines. The following are some of the problems encountered:
- Weight adjustment
- The time needed to collect statistics in order to calculate probabilities,
- How many weights change at a time
- How to adjust the temperature during simulated annealing
- How to decide when the network has reached the equilibrium temperature.
The main disadvantage is that Boltzmann learning is significantly slower than backpropagation.
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