User Guide

• 1. Introduction
• 2. Quick Start
  • 2.1. Setting Up an Optimization with GeneticSearch
    • 2.1.1. Overview of GeneticSearch
    • 2.1.2. Configuring Genetic Parameters
    • 2.1.3. Basic Initialization
    • 2.1.4. Incorporating GeneticSearch into Pipelines
    • 2.1.5. Summary
  • 2.2. Defining Hyperparameter Spaces with HyperparameterSpaceBuilder
    • 2.2.1. Overview of HyperparameterSpaceBuilder
    • 2.2.2. Key Methods
    • 2.2.3. Using Default Hyperparameter Spaces
    • 2.2.4. Creating a Custom Hyperparameter Space
    • 2.2.5. Saving and Loading Hyperparameter Spaces
    • 2.2.6. Summary
  • 2.3. Running and Monitoring Optimization
    • 2.3.1. Executing the Optimization
    • 2.3.2. Progress Monitoring Output
    • 2.3.3. Interpreting Progress and Convergence
    • 2.3.4. Results and Directory Structure
    • 2.3.5. Summary
  • 2.4. Reviewing and Interpreting Results
    • 2.4.1. Accessing the Best Model and Parameters
    • 2.4.2. Key Considerations for Result Interpretation
    • 2.4.3. Visualizing Optimization Results
    • 2.4.4. Results and Directory Structure
    • 2.4.5. Summary
  • 2.5. Overview of Steps
• 3. Analyzing and Visualizing Results
  • 3.4. Overview of Contents
• 4. Advanced Customization
  • 4.4. Overview of Customization Options