Notebooks
Interactive tutorials demonstrating Feature Forge capabilities. All notebooks are rendered with Quarto and embedded below.
| Notebook | Description |
|---|---|
| Quick Start: Sklearn API | Get started with MALMASFeatureEngineer — fit, transform, and integrate into sklearn pipelines. |
| Agents: The 6 Specialized Feature Generators | Explore all 6 built-in agents, the AgentRegistry, and how to build a custom agent. |
| Router & Pipeline Modes | Dynamic agent selection with data-driven, performance-driven, hybrid, and LLM-based router strategies. |
| Iterative Pipeline & Memory | Multi-round feature engineering with procedural, feedback, and conceptual memory tiers. |
| Experiment Matrix & Tracking | Design Cartesian experiments, run them with ExperimentRunner, and report results. |
| Baselines Comparison | Run OpenFE, CAAFE, LLM-FE, and Malmus on the same data and compare artifacts. |
| Evaluation & Sandboxed Execution | Cross-validation feature evaluation, sandboxed code execution, and model factory. |
| Artifacts & Dashboard | Unified artifact access, comparison, diff, and offline HTML dashboards. |
| Configuration & Tracking | Pydantic settings, environment overrides, and experiment tracking with WandB and MLflow. |
| Method Comparison | Head-to-head benchmark of MALMAS, CAAFE, LLM-FE, and Malmus on the same dataset with side-by-side metrics. |