ml-labs

ML pipeline and experiment management library.

Overview

ml-labs provides a structured framework for building, managing, and deploying machine learning pipelines.

• Pipeline: Node graph data structure for separating ML concerns
• Experimenter: Experiment execution and management
• Trainer: Training with cross-validation splits
• Inferencer: Apply trained pipelines to new data

Installation

pip install ml-labs

Optional dependencies:

pip install ml-labs[xgboost]
pip install ml-labs[lightgbm]
pip install ml-labs[all]