Welcome to the documentation of the Tensorflow-Neuroevolution framework!

Version 0.21.1

Documentation of the Tensorflow-Neuroevolution framework.

TFNE on Github: https://github.com/PaulPauls/Tensorflow-Neuroevolution

TFNE on PyPI: https://pypi.org/project/tfne/

Copyright: Paul Pauls

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TFNE Framework

• Using TFNE
  • Installation
  • Neuroevolution
  • Quick Start
  • Serialization & Deserialization
  • Projects Using TFNE
• TFNE Architecture & Customization
  • Framework Architecture
  • Customizing TFNE
    • BaseNeuroevolutionAlgorithm (see here)
    • BaseGenome (see here)
    • BaseEnvironment (see here)
• TFNE Visualizer
• TFNE Development
  • Version History
    • v0.21.1 (3rd Sep, 2020)
    • v0.21.0 (3rd Sep, 2020)
    • v0.2 (5th June, 2020)
    • v0.1 (23rd March, 2020)
  • Future ToDos
    • General
    • Code Improvements
    • NEAT
    • DeepNEAT
    • CoDeepNEAT
    • SubGraphNEAT
    • SubGraphDeepNEAT
    • Research Ideas

CoDeepNEAT

• CoDeepNEAT Overview
  • CoDeepNEAT Publication
  • CoDeepNEAT Overview
  • Projects involving CoDeepNEAT
• CoDeepNEAT Specification
  • CoDeepNEAT Encoding
    • CoDeepNEAT Blueprint
    • CoDeepNEAT Module
    • CoDeepNEAT Genome
  • CoDeepNEAT Algorithm
    • Initialization
    • Evaluation
    • Evolution
• CoDeepNEAT Configuration
  • Example CoDeepNEAT Configuration
  • [POPULATION] Config Parameters
  • [GENOME] Config Parameters
  • [MODULE_SPECIATION] Config Parameters
  • [MODULE_EVOLUTION] Config Parameters
  • [BP_SPECIATION] Config Parameters
  • [BP_EVOLUTION] Config Parameters
  • [MODULE_<MODULE>] Config Parameters
  • [OPTIMIZER_<OPTIMIZER>] Config Parameters
• CoDeepNEAT Modules
  • Dense-Dropout Module
    • [MODULE_DENSEDROPOUT] Config Parameters
  • Conv2D-MaxPool2D-Dropout Module
    • [MODULE_CONV2DMAXPOOL2DDROPOUT] Config Parameters
  • Defining Your Own Modules
    • CoDeepNEAT Abstract Module Interface

TFNE Evaluation Environments

• XOR Environment
  • Overview
  • Specifications
  • [EVALUATION] Config Parameters
    • Weight-Training Evaluation
    • Non-Weight-Training Evaluation
• MNIST Environment
  • Overview
  • Specifications
  • [EVALUATION] Config Parameters
    • Weight-Training Evaluation
    • Non-Weight-Training Evaluation
• CIFAR10 Environment
  • Overview
  • Specifications
  • [EVALUATION] Config Parameters
    • Weight-Training Evaluation
    • Non-Weight-Training Evaluation