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pygad Module TOC

pygad Module
pygad.GA Class
Extended Classes
Functions in pygad
Steps to Use pygad
Life Cycle of PyGAD
Examples

More About pygad Module TOC

More About PyGAD
Multi-Objective Optimization
Limit the Gene Value Range using the gene_space Parameter
More about the gene_space Parameter
Gene Constraint
sample_size Parameter
Stop at Any Generation
Stop Criteria
Elitism Selection
Random Seed
Continue without Losing Progress
Change Population Size during Runtime
Prevent Duplicates in Gene Values
More about the gene_type Parameter
Parallel Processing in PyGAD
Print Lifecycle Summary
Logging Outputs
Solve Non-Deterministic Problems
Reuse the Fitness instead of Calling the Fitness Function
Why the Fitness Function is not Called for Solution at Index 0?
Batch Fitness Calculation
Use Functions and Methods to Build Fitness and Callbacks

utils Module TOC

pygad.torchga Module
pygad.utils.engine Submodule
pygad.utils.crossover Submodule
pygad.utils.mutation Submodule
Adaptive Mutation
pygad.utils.parent_selection Submodule
pygad.utils.nsga2 Submodule
User-Defined Crossover, Mutation, and Parent Selection Operators

visualize Module TOC

pygad.visualize Module
Fitness
New Solution Rate
Genes
Pareto Front

helper Module TOC

pygad.helper Module

pygad.nn Module TOC

pygad.nn Module
Supported Layers
Functions to Manipulate Neural Networks
Helper Functions
Supported Activation Functions
Steps to Build a Neural Network
Examples

pygad.gann Module TOC

pygad.gann Module
pygad.gann.GANN Class
Functions in the pygad.gann Module
Steps to Build and Train Neural Networks using Genetic Algorithm
Examples

pygad.cnn Module TOC

pygad.cnn Module
Supported Layers
pygad.cnn.Model Class
Supported Activation Functions
Steps to Build a Neural Network
Examples

pygad.gacnn Module TOC

pygad.gacnn Module
pygad.gacnn.GACNN Class
Functions in the pygad.gacnn Module
Steps to Build and Train CNN using Genetic Algorithm
Examples

pygad.kerasga Module TOC

pygad.kerasga Module
Steps Summary
Create Keras Model
pygad.kerasga.KerasGA Class
Functions in the pygad.kerasga Module
Examples

pygad.torchga Module TOC

pygad.torchga Module
Steps Summary
Create PyTorch Model
pygad.torchga.TorchGA Class
Functions in the pygad.torchga Module
Examples

Releases

Release History
PyGAD Projects at GitHub
Stackoverflow Questions about PyGAD
Submitting Issues
Ask for Feature
Projects Built using PyGAD
Tutorials about PyGAD
PyGAD in Other Languages
Research Papers using PyGAD
More Links
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