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Hands-On Neuroevolution with Python: Build high-performing artificial neural network architectures using neuroevolution-based algorithms

Omelianenko

₱2500.99

3 (1 Ratings)

Paperback Dec 2019 368 pages 1st Edition

eBook

₱1399.99 ~~₱2000.99~~

Omelianenko

₱2500.99

3 (1 Ratings)

Paperback Dec 2019 368 pages 1st Edition

eBook

₱1399.99 ~~₱2000.99~~

₱1399.99 ~~₱2000.99~~

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Key benefits

Implement neuroevolution algorithms to improve the performance of neural network architectures
Understand evolutionary algorithms and neuroevolution methods with real-world examples
Learn essential neuroevolution concepts and how they are used in domains including games, robotics, and simulations

Description

Neuroevolution is a form of artificial intelligence learning that uses evolutionary algorithms to simplify the process of solving complex tasks in domains such as games, robotics, and the simulation of natural processes. This book will give you comprehensive insights into essential neuroevolution concepts and equip you with the skills you need to apply neuroevolution-based algorithms to solve practical, real-world problems. You'll start with learning the key neuroevolution concepts and methods by writing code with Python. You'll also get hands-on experience with popular Python libraries and cover examples of classical reinforcement learning, path planning for autonomous agents, and developing agents to autonomously play Atari games. Next, you'll learn to solve common and not-so-common challenges in natural computing using neuroevolution-based algorithms. Later, you'll understand how to apply neuroevolution strategies to existing neural network designs to improve training and inference performance. Finally, you'll gain clear insights into the topology of neural networks and how neuroevolution allows you to develop complex networks, starting with simple ones. By the end of this book, you will not only have explored existing neuroevolution-based algorithms, but also have the skills you need to apply them in your research and work assignments.

Who is this book for?

This book is for machine learning practitioners, deep learning researchers, and AI enthusiasts who are looking to implement neuroevolution algorithms from scratch. Working knowledge of the Python programming language and basic knowledge of deep learning and neural networks are mandatory.

What you will learn

Discover the most popular neuroevolution algorithms – NEAT, HyperNEAT, and ES-HyperNEAT
Explore how to implement neuroevolution-based algorithms in Python
Get up to speed with advanced visualization tools to examine evolved neural network graphs
Understand how to examine the results of experiments and analyze algorithm performance
Delve into neuroevolution techniques to improve the performance of existing methods
Apply deep neuroevolution to develop agents for playing Atari games

Estimated delivery fee Deliver to Philippines

Standard delivery 10 - 13 business days

₱492.95

Premium delivery 5 - 8 business days

₱2548.95

(Includes tracking information)

What do you get with Print?

Instant access to your digital eBook copy whilst your Print order is Shipped

Paperback book shipped to your preferred address

Download this book in EPUB and PDF formats

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

AI Assistant (beta) to help accelerate your learning

Estimated delivery fee Deliver to Philippines

Standard delivery 10 - 13 business days

₱492.95

Premium delivery 5 - 8 business days

₱2548.95

(Includes tracking information)

Product Details

Publication date : Dec 24, 2019

Length: 368 pages

Edition : 1st

Language : English

ISBN-13 : 9781838824914

Category :

Data

Languages :

Python

Concepts :

Neural Networks

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17 Chapters

Section 1: Fundamentals of Evolutionary Computation Algorithms and Neuroevolution Methods

Overview of Neuroevolution Methods

Evolutionary algorithms and neuroevolution-based methods

NEAT algorithm overview

Hypercube-based NEAT

Evolvable-Substrate HyperNEAT

Novelty Search optimization method

Summary

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Customer reviews

Rating distribution

(1 Ratings)

5 star 0%

4 star 0%

3 star 100%

2 star 0%

1 star 0%

Rohitashwa Kumar Jun 09, 2020

Buy this book for the GitHub links to the codes only. Apart from that the books only tells about setting up virtual environment on the computer for all the codes. Codes themselves are not explained very well. What's written in the book one can figure out by just looking at the codes. That's the beauty of Python language. And what needs to be explained is not there in this book. There is a brief comparison of different implementations but that's too brief and leaves too many questions unanswered.

Amazon Verified review

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About the author

Omelianenko

Iaroslav Omelianenko occupied the position of CTO and research director for more than a decade. He is an active member of the research community and has published several research papers at arXiv, ResearchGate, Preprints, and more. He started working with applied machine learning by developing autonomous agents for mobile games more than a decade ago. For the last 5 years, he has actively participated in research related to applying deep machine learning methods for authentication, personal traits recognition, cooperative robotics, synthetic intelligence, and more. He is an active software developer and creates open source neuroevolution algorithm implementations in the Go language.

See other products by Omelianenko

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What is the delivery time and cost of print books?

Shipping Details

USA:

Economy: Delivery to most addresses in the US within 10-15 business days

Premium: Trackable Delivery to most addresses in the US within 3-8 business days

UK:

Economy: Delivery to most addresses in the U.K. within 7-9 business days.
Shipments are not trackable

Premium: Trackable delivery to most addresses in the U.K. within 3-4 business days!
Add one extra business day for deliveries to Northern Ireland and Scottish Highlands and islands

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Australia:

India:

Premium: Delivery to most Indian addresses within 5-6 business days

Rest of the World:

Premium: Countries in the American continent: Trackable delivery to most countries within 4-7 business days

Asia:

Premium: Delivery to most Asian addresses within 5-9 business days

Unfortunately, due to several restrictions, we are unable to ship to the following countries:

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American Samoa
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Central African Republic
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Russian Federation
Syrian Arab Republic
Ukraine
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Hands-On Neuroevolution with Python: Build high-performing artificial neural network architectures using neuroevolution-based algorithms

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