Welcome to mloptimizer’s documentation!

• mloptimizer
  • Features
  • Advanced Features
  • Installation
    • Quickstart
  • Examples
  • Dependencies
  • Documentation
  • Authors
  • Analytics
  • License
• Install
  • Virtual environment
• Verification
• Troubleshooting
• 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
• API reference
  • mloptimizer
    • interfaces
      • GeneticSearch
      • Gallery examples
      • HyperparameterSpaceBuilder
    • domain
      • hyperspace
• Examples
• mloptimizer UI
• Development
  • 1. Development Process and CI/CD Pipeline
    • 1.1. Branching Strategy
    • 1.2. Pushes and Merge Workflow
    • 1.3. GitHub Actions CI/CD Pipelines
  • 2. Contributors
• Changelog
  • v0.9.0.5
  • v0.9.0.4
  • v0.9.0.3
  • v0.9.0.2
  • v0.9.0.1-alpha

Indices and tables

• Index

• Module Index

• Search Page