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Hands-On Neural Network Programming with C#

You're reading from   Hands-On Neural Network Programming with C# Add powerful neural network capabilities to your C# enterprise applications

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Product type Paperback
Published in Sep 2018
Publisher Packt
ISBN-13 9781789612011
Length 328 pages
Edition 1st Edition
Languages
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Author (1):
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Matt Cole Matt Cole
Author Profile Icon Matt Cole
Matt Cole
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Table of Contents (16) Chapters Close

Preface 1. A Quick Refresher FREE CHAPTER 2. Building Our First Neural Network Together 3. Decision Trees and Random Forests 4. Face and Motion Detection 5. Training CNNs Using ConvNetSharp 6. Training Autoencoders Using RNNSharp 7. Replacing Back Propagation with PSO 8. Function Optimizations: How and Why 9. Finding Optimal Parameters 10. Object Detection with TensorFlowSharp 11. Time Series Prediction and LSTM Using CNTK 12. GRUs Compared to LSTMs, RNNs, and Feedforward networks 13. Activation Function Timings
14. Function Optimization Reference 15. Other Books You May Enjoy

Adding new optimization functions

One of the beautiful things about our visual test workbench is the ease of which we can add new optimization functions for testing.

The purpose of functions

Some problems are evaluated in terms of quality versus correct or incorrect. Such problems are known as optimization problems because the goal is the identification of the optimal value. Functions (sometimes called cost functions, objective functions, error functions, and so on.) achieve that goal by mapping n-dimensional real-valued items into one-dimensional real-valued items (some folks will prefer the termspaces over items' as it more closely aligns with the total search space we have talked about).

There are two types of function...

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