---
title: "Evolutionary Deep Learning"
id: "13711"
type: "page"
slug: "evolutionarydeeplearning"
published_at: "2026-07-19T19:28:25+00:00"
modified_at: "2026-07-20T00:19:16+00:00"
url: "https://preppers-paradise.com/library/evolutionarydeeplearning/"
markdown_url: "https://preppers-paradise.com/library/evolutionarydeeplearning.md"
excerpt: "This book provides a comprehensive guide to integrating evolutionary computation methods with deep learning. It teaches how to apply genetic algorithms, particle swarm optimization, and NeuroEvolution of Augmenting Topologies (NEAT) to automate and optimize various deep learning tasks. Readers will"
taxonomy_category:
  - "AI & Machine Learning"
  - "Books"
  - "Free Teaser"
taxonomy_post_tag:
  - "deep learning"
  - "evolutionary computation"
  - "generative deep learning"
  - "genetic algorithms"
  - "hyperparameter optimization"
  - "neural network architecture"
  - "neuroevolution"
  - "python"
  - "reinforcement learning"
---

# *Evolutionary Deep Learning*

This book provides a comprehensive guide to integrating evolutionary computation methods with deep learning. It teaches how to apply genetic algorithms, particle swarm optimization, and NeuroEvolution of Augmenting Topologies (NEAT) to automate and optimize various deep learning tasks. Readers will learn to fine-tune hyperparameters, evolve neural network architectures for models like convolutional networks and autoencoders, address challenges in generative adversarial networks, and explore advanced applications such as evolutionary approaches to reinforcement learning, all demonstrated with practical Python examples.

This page is free — overview and chapter list only.
Full book: $2.99 USDC · Per chapter: $0.25 USDC
[Buy / open complete book](/library/complete/evolutionarydeeplearning/) · [Complete book Markdown](/library/complete/evolutionarydeeplearning.md)

## Chapters

1. [Evolutionary Deep Learning](/library/evolutionarydeeplearning/01-evolutionary-deep-learning/) (Free teaser)
1. [How This Book Is Organized A Road Map](/library/evolutionarydeeplearning/02-how-this-book-is-organized-a-road-map/) ($0.25)
1. [Introducing Evolutionary Deep Learning](/library/evolutionarydeeplearning/03-introducing-evolutionary-deep-learning/) ($0.25)
1. [Introducing Evolutionary Computation](/library/evolutionarydeeplearning/04-introducing-evolutionary-computation/) ($0.25)
1. [Listing 23 Edl22Simulatinglifeipynb Reproduction And Death](/library/evolutionarydeeplearning/05-listing-23-edl22simulatinglifeipynb-reproduction-and-death/) ($0.25)
1. [Simulating The Cells Population Growth](/library/evolutionarydeeplearning/06-simulating-the-cells-population-growth/) ($0.25)
1. [Listing 25 Edl23Simulatinglifeipynb Installing Plotlosses](/library/evolutionarydeeplearning/07-listing-25-edl23simulatinglifeipynb-installing-plotlosses/) ($0.25)
1. [Listing 27 Edl23Simulatinglifeipynb The New Reproduction And](/library/evolutionarydeeplearning/08-listing-27-edl23simulatinglifeipynb-the-new-reproduction-and/) ($0.25)
1. [Listing 213 Edl24Simulatingevolutionipynb The Rungeneration](/library/evolutionarydeeplearning/09-listing-213-edl24simulatingevolutionipynb-the-rungeneration/) ($0.25)
1. [253 Constructing The Population](/library/evolutionarydeeplearning/10-253-constructing-the-population/) ($0.25)
1. [Listing 215 Edl25Geneticalgorithmsipynb Calculating Fitness](/library/evolutionarydeeplearning/11-listing-215-edl25geneticalgorithmsipynb-calculating-fitness/) ($0.25)
1. [Listing 218 Edl25Geneticalgorithmsipynb Mutation](/library/evolutionarydeeplearning/12-listing-218-edl25geneticalgorithmsipynb-mutation/) ($0.25)
1. [Listing 220 Edl25Geneticalgorithmsipynb Running The Simulati](/library/evolutionarydeeplearning/13-listing-220-edl25geneticalgorithmsipynb-running-the-simulati/) ($0.25)
1. [Listing 32 Edl31Onemaxdeapipynb The Toolbox](/library/evolutionarydeeplearning/14-listing-32-edl31onemaxdeapipynb-the-toolbox/) ($0.25)
1. [Listing 35 Dl31Onemaxdeapipynb Setting Up Evolution Cont](/library/evolutionarydeeplearning/15-listing-35-dl31onemaxdeapipynb-setting-up-evolution-cont/) ($0.25)
1. [Listing 38 Edl32Queensgambitipynb Filling The Toolbox](/library/evolutionarydeeplearning/16-listing-38-edl32queensgambitipynb-filling-the-toolbox/) ($0.25)
1. [Listing 39 Edl32Queensgambitipynb Evaluating The Fitness](/library/evolutionarydeeplearning/17-listing-39-edl32queensgambitipynb-evaluating-the-fitness/) ($0.25)
1. [Listing 313 Edl33Tspipynb Creating A Path](/library/evolutionarydeeplearning/18-listing-313-edl33tspipynb-creating-a-path/) ($0.25)
1. [Listing 316 Edl33Tspipynb Filling The Toolbox](/library/evolutionarydeeplearning/19-listing-316-edl33tspipynb-filling-the-toolbox/) ($0.25)
1. [511 Tuning Hyperparameter Strategies](/library/evolutionarydeeplearning/20-511-tuning-hyperparameter-strategies/) ($0.25)
1. [Output](/library/evolutionarydeeplearning/21-output/) ($0.25)
1. [Summary](/library/evolutionarydeeplearning/22-summary/) ($0.25)
1. [Advanced Applications](/library/evolutionarydeeplearning/23-advanced-applications/) ($0.25)
1. [This Chapter Covers](/library/evolutionarydeeplearning/24-this-chapter-covers/) ($0.25)
1. [81 The Convolution Autoencoder](/library/evolutionarydeeplearning/25-81-the-convolution-autoencoder/) ($0.25)
1. [812 Building A Convolutional Autoencoder](/library/evolutionarydeeplearning/26-812-building-a-convolutional-autoencoder/) ($0.25)
1. [82 Evolutionary Ae Optimization](/library/evolutionarydeeplearning/27-82-evolutionary-ae-optimization/) ($0.25)
1. [83 Mating And Mutating The Autoencoder Gene Sequence](/library/evolutionarydeeplearning/28-83-mating-and-mutating-the-autoencoder-gene-sequence/) ($0.25)
1. [84 Evolving An Autoencoder](/library/evolutionarydeeplearning/29-84-evolving-an-autoencoder/) ($0.25)
1. [85 Building Variational Autoencoders](/library/evolutionarydeeplearning/30-85-building-variational-autoencoders/) ($0.25)
1. [Summary 2](/library/evolutionarydeeplearning/31-summary-2/) ($0.25)
1. [91 Generative Adversarial Networks](/library/evolutionarydeeplearning/32-91-generative-adversarial-networks/) ($0.25)
1. [913 Learning Exercises](/library/evolutionarydeeplearning/33-913-learning-exercises/) ($0.25)
1. [922 Observing Vanishing Gradients](/library/evolutionarydeeplearning/34-922-observing-vanishing-gradients/) ($0.25)
1. [Listing 99 Edl92Ganoptimizationipynb Trying Leakyrelu](/library/evolutionarydeeplearning/35-listing-99-edl92ganoptimizationipynb-trying-leakyrelu/) ($0.25)
1. [923 Observing Mode Collapse In Gans](/library/evolutionarydeeplearning/36-923-observing-mode-collapse-in-gans/) ($0.25)
1. [Listing 911 Edl92Ganoptimizationipynb Adding Noise To Advers](/library/evolutionarydeeplearning/37-listing-911-edl92ganoptimizationipynb-adding-noise-to-advers/) ($0.25)
1. [Listing 912 Edl92Ganoptimizationipynb Setting The Optimizer](/library/evolutionarydeeplearning/38-listing-912-edl92ganoptimizationipynb-setting-the-optimizer/) ($0.25)
1. [931 Understanding Wasserstein Loss](/library/evolutionarydeeplearning/39-931-understanding-wasserstein-loss/) ($0.25)
1. [Listing 914 Edl93Wganipynb Optimizer Set Up](/library/evolutionarydeeplearning/40-listing-914-edl93wganipynb-optimizer-set-up/) ($0.25)
1. [Listing 917 Edl93Wganipynb Training The Critic](/library/evolutionarydeeplearning/41-listing-917-edl93wganipynb-training-the-critic/) ($0.25)
1. [Evolutionary Optimizing Complex Models](/library/evolutionarydeeplearning/42-evolutionary-optimizing-complex-models/) ($0.25)
1. [Listing 919 Edl94Wdcganencoderipynb Gene Encoding Parameters](/library/evolutionarydeeplearning/43-listing-919-edl94wdcganencoderipynb-gene-encoding-parameters/) ($0.25)
1. [95 Optimizing The Dcgan With Genetic Algorithms](/library/evolutionarydeeplearning/44-95-optimizing-the-dcgan-with-genetic-algorithms/) ($0.25)
1. [Summary 3](/library/evolutionarydeeplearning/45-summary-3/) ($0.25)
1. [This Chapter Covers 2](/library/evolutionarydeeplearning/46-this-chapter-covers-2/) ($0.25)
1. [101 Exploring Neat With Neat Python](/library/evolutionarydeeplearning/47-101-exploring-neat-with-neat-python/) ($0.25)
1. [Listing 104 Edl101Neatxoripynb Configuration Setup](/library/evolutionarydeeplearning/48-listing-104-edl101neatxoripynb-configuration-setup/) ($0.25)
1. [Listing 106 Edl101Neatxoripynb Evolving The Population](/library/evolutionarydeeplearning/49-listing-106-edl101neatxoripynb-evolving-the-population/) ($0.25)
1. [102 Visualizing An Evolved Neat Network](/library/evolutionarydeeplearning/50-102-visualizing-an-evolved-neat-network/) ($0.25)
1. [Listing 108 Edl102Neatxorvisualizedipynb Evaluating The Geno](/library/evolutionarydeeplearning/51-listing-108-edl102neatxorvisualizedipynb-evaluating-the-geno/) ($0.25)
1. [Listing 1010 Edl102Neatxorvisualizedipynb Visualizing The Wi](/library/evolutionarydeeplearning/52-listing-1010-edl102neatxorvisualizedipynb-visualizing-the-wi/) ($0.25)
1. [103 Exercising The Capabilities Of Neat](/library/evolutionarydeeplearning/53-103-exercising-the-capabilities-of-neat/) ($0.25)
1. [Listing 1014 Edl103Neatcirclesipynb The Updated Showpredicti](/library/evolutionarydeeplearning/54-listing-1014-edl103neatcirclesipynb-the-updated-showpredicti/) ($0.25)
1. [104 Exercising Neat To Classify Images](/library/evolutionarydeeplearning/55-104-exercising-neat-to-classify-images/) ($0.25)
1. [Listing 1016 Edl104Neatimagesipynb Random Batching Images](/library/evolutionarydeeplearning/56-listing-1016-edl104neatimagesipynb-random-batching-images/) ($0.25)
1. [Listing 1018 Edl104Neatimagesipynb The Evaluate Fitness Func](/library/evolutionarydeeplearning/57-listing-1018-edl104neatimagesipynb-the-evaluate-fitness-func/) ($0.25)
1. [105 Uncovering The Role Of Speciation In Evolving Topologies](/library/evolutionarydeeplearning/58-105-uncovering-the-role-of-speciation-in-evolving-topologies/) ($0.25)
1. [Extinction Bias](/library/evolutionarydeeplearning/59-extinction-bias/) ($0.25)
1. [Summary 4](/library/evolutionarydeeplearning/60-summary-4/) ($0.25)
1. [Supervised Learning Data Learner Labels Input Labels Predict](/library/evolutionarydeeplearning/61-supervised-learning-data-learner-labels-input-labels-predict/) ($0.25)
1. [112 Exploring Complex Problems From The Openai Gym](/library/evolutionarydeeplearning/62-112-exploring-complex-problems-from-the-openai-gym/) ($0.25)
1. [113 Solving Reinforcement Learning Problems With Neat](/library/evolutionarydeeplearning/63-113-solving-reinforcement-learning-problems-with-neat/) ($0.25)
1. [114 Solving Gyms Lunar Lander Problem With Neat Agents](/library/evolutionarydeeplearning/64-114-solving-gyms-lunar-lander-problem-with-neat-agents/) ($0.25)
1. [115 Solving Gyms Lunar Lander Problem With A Deep Q Network](/library/evolutionarydeeplearning/65-115-solving-gyms-lunar-lander-problem-with-a-deep-q-network/) ($0.25)
1. [Evolutionary Machine Learning And Beyond](/library/evolutionarydeeplearning/66-evolutionary-machine-learning-and-beyond/) ($0.25)
1. [121 Evolution And Machine Learning With Gene Expression Prog](/library/evolutionarydeeplearning/67-121-evolution-and-machine-learning-with-gene-expression-prog/) ($0.25)
1. [122 Revisiting Reinforcement Learning With Geppy](/library/evolutionarydeeplearning/68-122-revisiting-reinforcement-learning-with-geppy/) ($0.25)
1. [Listing 1212 Edl122Geppygymipynb The Real Evaluate Function](/library/evolutionarydeeplearning/69-listing-1212-edl122geppygymipynb-the-real-evaluate-function/) ($0.25)
1. [Dual Process Theory Of Thought](/library/evolutionarydeeplearning/70-dual-process-theory-of-thought/) ($0.25)
1. [Listing 1218 Edl123Geppyinstinctualipynb Building The Evalua](/library/evolutionarydeeplearning/71-listing-1218-edl123geppyinstinctualipynb-building-the-evalua/) ($0.25)
1. [Listing 1220 Edl123Geppygeneralizeipynb Setting Up The Primi](/library/evolutionarydeeplearning/72-listing-1220-edl123geppygeneralizeipynb-setting-up-the-primi/) ($0.25)
1. [Listing 1221 Edl124Deapantipynb Setting Up The Primitive Set](/library/evolutionarydeeplearning/73-listing-1221-edl124deapantipynb-setting-up-the-primitive-set/) ($0.25)
1. [Listing 1223 Edl124Deapantipynb Terminal Functions](/library/evolutionarydeeplearning/74-listing-1223-edl124deapantipynb-terminal-functions/) ($0.25)
1. [Listing 1226 Edl124Deapantipynb Running Routines](/library/evolutionarydeeplearning/75-listing-1226-edl124deapantipynb-running-routines/) ($0.25)
1. [Antclearmatrix With Opensantafetrail2Txt As Trailfile Antadd](/library/evolutionarydeeplearning/76-antclearmatrix-with-opensantafetrail2txt-as-trailfile-antadd/) ($0.25)
1. [Listing 1230 Edl124Deapantipynb Generalizing The Ant](/library/evolutionarydeeplearning/77-listing-1230-edl124deapantipynb-generalizing-the-ant/) ($0.25)
1. [Listing 1232 Edl126Instinctualdqngymsipynb Building The Mode](/library/evolutionarydeeplearning/78-listing-1232-edl126instinctualdqngymsipynb-building-the-mode/) ($0.25)
1. [Listing 1233 Edl126Instinctualdqngymsipynb Creating Layers](/library/evolutionarydeeplearning/79-listing-1233-edl126instinctualdqngymsipynb-creating-layers/) ($0.25)
1. [Listing 1234 Edl126Instinctualdqngymsipynb The Evaluate Func](/library/evolutionarydeeplearning/80-listing-1234-edl126instinctualdqngymsipynb-the-evaluate-func/) ($0.25)