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Neural Networks and Numerical Analysis
Hardcover
Series: de Gruyter Applied and Numerical Mathematics, Book 6
General ComputersGeneral Mathematics
ISBN13: 9783110783124
Publisher: de Gruyter
Published: Aug 22 2022
Pages: 174
Weight: 1.05
Height: 0.60 Width: 6.60 Depth: 9.60
Language: English
This book uses numerical analysis as the main tool to investigate methods in machine learning and neural networks. The efficiency of neural network representations for general functions and for polynomial functions is studied in detail, together with an original description of the Latin hypercube method and of the ADAM algorithm for training. Furthermore, unique features include the use of Tensorflow for implementation session, and the description of on going research about the construction of new optimized numerical schemes.
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