All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Hands-On Neural Network Programming with C#

You're reading from Hands-On Neural Network Programming with C#

Product type Book

Published in Sep 2018

Publisher Packt

ISBN-13 9781789612011

Pages 328 pages

Edition 1st Edition

Languages

Concepts

Neural Networks

Author (1):

Matt Cole

Table of Contents (16) Chapters

Preface

1. A Quick Refresher

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

Leave a review - let other readers know what you think

Optimization

Solutions to some problems are not as cut and dry as correct or incorrect, but are rated in terms of quality. Such problems are known as optimization problems because the goal is to find the candidate solution with the best, that is, optimal quality.

What is a fitness function?

SwarmOps works for real-valued and single-objective optimization problems, that is, optimization problems that map candidate solutions from -dimensional real-valued spaces to one-dimensional real-valued spaces. Mathematically speaking, we consider optimization problems to be functions of the following form:

In SwarmOps, it is assumed that is a minimization problem, meaning that we are searching for the candidate solution with the smallest...

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at €14.99/month. Cancel anytime}

Authors (1)

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.

See other products by Matt Cole

Other recommended products

Related to this chapter

Learn ARCore - Fundamentals of Google ARCore

Learn ARCore - Fundamentals of Google ARCore

Are you a mobile developer or a web developer who is looking to create immersive and cool Augmented Reality apps with the latest Google ARCore platform? This book will help you to jump right into developing with ARCore and help you create a step by step AR app with it easily. This book will teach you to implement the core features of ARCore starting from the fundamentals of 3D rendering to more advanced concepts like lighting, shaders, Machine Learning and more.

Mar 2018 9 hours 8 minutes

Hands-On Genetic Algorithms with Python

Hands-On Genetic Algorithms with Python

Using this book, you will gain expertise in genetic algorithms, understand how they work and know when and how to use them to create intelligent Python-based applications. By the end of this book, you will have hands-on experience applying genetic algorithms to artificial intelligence as well as numerous other domains.

Jan 2020 11 hours 32 minutes

Neural Network Programming with Java

Neural Network Programming with Java

Mar 2017 9 hours 0 minutes

Deep Learning with Hadoop

Deep Learning with Hadoop

Feb 2017 6 hours 52 minutes

Hands-On Deep Learning Architectures with Python

Hands-On Deep Learning Architectures with Python

This book explains the essential learning algorithms used for deep and shallow architectures. Packed with practical implementations to help you understand the concepts and ideas required to build efficient artificial intelligence systems, this book will help you construct deep models using popular frameworks and datasets.

Apr 2019 10 hours 32 minutes

Deep Learning with PyTorch Quick Start Guide

Deep Learning with PyTorch Quick Start Guide

PyTorch is extremely powerful and yet easy to learn. It provides advanced features such as supporting multiprocessor, distributed and parallel computation. This book is an excellent entry point for those wanting to explore deep learning with PyTorch to harness its power.

Dec 2018 5 hours 16 minutes

Hands-On Mathematics for Deep Learning

Hands-On Mathematics for Deep Learning

The main aim of this book is to make the advanced mathematical background accessible to someone with a programming background. This book will equip the readers with not only deep learning architectures but the mathematics behind them. With this book, you will understand the relevant mathematics that goes behind building deep learning models.

Jun 2020 12 hours 8 minutes

Hands-On Neural Networks

Hands-On Neural Networks

This book will be a journey for beginners who want to step into the world of deep learning and artificial intelligence. It will thoughtfully take you through the training and implementation of various neural network architectures using the Python ecosystem. You will master each neural network architecture while understanding its working mechanism.

May 2019 9 hours 20 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes