Welcome to the DEAP-ER’s documentation!

Overview:

• Introduction
• Important Differences
• Getting Started
  • Installation
  • Namespaces

Tutorials:

• Using the Toolbox
  • Tool Registration
  • Tool Decoration
• Creating Individuals
  • Overview
  • Types of Individuals
  • Types of Populations
  • Seeding Populations
• Operators and Algorithms
  • Operators
  • Algorithms
• Logging Statistics
  • The Statistics Object
  • The Logbook Object
• Multiprocessing
• Using Checkpoints

Examples:

• Genetic Algorithms
  • One Max Problem
  • Knapsack Problem
  • N-Queens Problem
  • Differential Evolution
  • Sorting Networks
• Genetic Programming
  • Even-Parity Problem
  • Artificial Ant Problem
  • Symbolic Regression
• Evolution Strategies
  • Standard CMA
  • Multi-Objective CMA
  • Custom Strategy
• Particle Swarms
  • Single-Swarm
  • Multi-Swarm

Reference:

• Base
  • Fitness
  • Toolbox
• Creator
  • create()
  • Fitness
  • FitnessMax
  • FitnessMin
  • FitnessMulti
  • FitnessVaried
  • Individual
  • Particle
  • Population
  • Strategy
  • Swarm
  • Tree
• Algorithms
  • ea_generate_update()
  • ea_mu_comma_lambda()
  • ea_mu_plus_lambda()
  • ea_simple()
  • var_and()
  • var_or()
• Operators
  • Selection Operators
  • Crossover Operators
  • Mutation Operators
  • Migration Operators
• Strategies
  • Standard CMA
  • Multi-Objective CMA
  • One Plus Lambda CMA
• Records
  • For Evolution
  • For Individuals
• Utilities
  • Sorting Algorithms
  • Population Initializers
  • Hypervolume Indicators
  • Constraint Decorators
  • Benchmark Decorators
  • Various Metrics
• Benchmarks
  • Binary
  • Single-Objective
  • Multi-Objective
  • Symbolic Regression
  • Moving Peaks
• Genetic Programming (GP)
  • GP Tools
  • GP Primitives
  • GP Generators
  • GP Algorithms
  • GP Crossover
  • GP Mutation
• State Persistence
  • Checkpoint
• Type Aliases
  • Base
  • Records
  • Genetic Programming (GP)