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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

Product type Paperback

Published in Sep 2018

Publisher Packt

ISBN-13 9781789612011

Length 328 pages

Edition 1st Edition

Languages

C#

Tools

Accord.NET

Concepts

Neural Networks

Author (1):

Matt Cole

View More author details

Table of Contents (16) Chapters

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

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The Rastrigin function

The Rastrigin function is depicted as:

Rastrigin Function

Description

Dimensions: d

The Rastrigin function has several local minima. It is highly multimodal, but locations of the minima are regularly distributed. It is shown in its two-dimensional form in the preceding plot.

Input domain

The function is usually evaluated on the xi ∈ [-5.12, 5.12] hypercube, for all i = 1, …, d.

Global minimum

...

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Authors (1)

Matt Cole

Matt Cole

Matt R. Cole is a developer and author with 30 years' experience. Matt is the owner of Evolved AI Solutions, a provider of advanced Machine Learning/Bio-AI, Microservice and Swarm technologies. Matt is recognized as a leader in Microservice and Artificial Intelligence development and design. As an early pioneer of VOIP, Matt developed the VOIP system for NASA for the International Space Station and Space Shuttle. Matt also developed the first Bio Artificial Intelligence framework which completely integrates mirror and canonical neurons. In his spare time Matt authors books, and continues his education taking every available course in advanced mathematics, AI/ML/DL, Quantum Mechanics/Physics, String Theory and Computational Neuroscience.

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