Artificial Intelligence Algorithms (Volume 2): Algorithms Inspired by Nature (Reviewed)

hellokitty_bean

Artificial Intelligence Algorithms (Volume 2): Algorithms Inspired by Nature (Reviewed) [Copy link]

 

Artificial Intelligence Algorithms (Volume 2): Algorithms Inspired by Nature

【US】Jeffrey Heaton 2020

Chapter 1 Population, Scoring, and Selection
1.1 Understanding Populations
1.2 Scoring Populations
1.3 Selecting from Populations
1.4 Truncated Selection
1.5 League Selection
1.6 How to Choose the Number of Rounds
1.7 Fitness Proportional Selection
1.8 Random Traversal Sampling
1.9 Chapter Summary
Chapter 2 Crossover and Mutation
2.1 Evolutionary Algorithms
2.2 Decoding
2.3 Crossover
2.4 Mutation
2.5 Why Elite Is Needed
2.6 Chapter Summary
Chapter 3 Genetic Algorithms
3.1 Genetic Algorithms for Discrete Problems
3.2 Genetic Algorithms for Continuous Problems
3.3 Other Applications of Genetic Algorithms
3.4 Chapter Summary
Chapter 4 Genetic Programming
4.1 Programs as Trees
4.2 Tree Mutations
4.3 Tree Crossover
4.4 Fitting Formulas
4.5 Chapter Summary
Chapter 5 Speciation
5.1 Speciation Implementation
5.2 Species in Genetic Algorithms
5.3 Species in Genetic Programming
5.4 Using Speciation
5.5 Summary of this chapter
Chapter 6 Particle Swarm Optimization6.1
Swarming6.2
Particle Swarm Optimization6.3
Summary of this chapter
Chapter 7 Ant Colony Optimization7.1
Discrete Ant Colony Optimization7.2
Continuous Ant Colony Optimization7.3
Summary of this chapter
Chapter 8 Cellular Automata8.1
Basic Cellular Automata8.2
Conway's Game of Life8.3
Evolving Your Own Cellular Automata8.4
Summary of this chapter
Chapter 9 Artificial Life9.1
Milestone 1: Drawing Plants9.2
Milestone 2: Creating Plant Growth Animations9.3
Milestone 3: Evolving Plants9.4
Summary of this chapter
Chapter 10 Modeling
10.1 Kaggle Competition10.2
Milestone 1: Organizing Data10.3
Milestone 2: Building Models10.4
Milestone 3: Submitting Test Responses10.5
Summary of this chapter
Appendix A Instructions for Using the Sample CodeA.1
Introduction to the SeriesA.2
Keep Up to
DateA.3 Obtaining Sample CodeA.4
Contents of the Sample CodeA.5
How to Contribute to the Project

wangerxian

Every algorithm book has its own point of view.

hellokitty_bean

Yes, yes. Today, I saw a netizen upload Volume 1 and Volume 3.

But there is no Volume 2, so now that I have found it, I want to share it with you.