API Reference

This section contains the complete API documentation for DeepCausalMMM.

Core Components

• Core Model Components
  • DeepCausalMMM Model
  • Configuration
  • DAG Model
  • Scaling
• Data Processing
  • Unified Data Pipeline
• Model Training
  • ModelTrainer
  • Training Functions
• Model Inference
  • Inference Manager

Postprocessing and Analysis

• Analysis and Postprocessing
  • Comprehensive Analysis
  • Statistical Analysis
  • DAG Postprocessing
• Response Curves
  • Overview
  • Key Features
  • ResponseCurveFit Class
  • Basic Usage
  • Advanced Usage
  • Hill Equation
  • Technical Details
  • Backward Compatibility
  • Best Practices
  • Examples
  • See Also
• Budget Optimization
  • Core Classes
  • Optimization Functions
  • Utility Functions
  • Usage Example
  • Optimization Methods
  • Response Curves
• Visualization
  • VisualizationManager

Command Line Interface

• Command Line Interface
  • main()
  • config_command()
  • version_command()

Utilities

• Utilities
  • Device Management
  • Data Generation
• Exceptions
  • Custom Exceptions

Complete API

deepcausalmmm

DeepCausalMMM: Deep Learning Marketing Mix Modeling with Causal Structure :2: (WARNING/2) Title underline too short. DeepCausalMMM: Deep Learning Marketing Mix Modeling with Causal Structure ========================================================================