Feature Forge is an open-source project developed by Machinalis that focuses on feature engineering for machine learning. It provides tools and utilities designed to facilitate the extraction, transformation, and selection of features from datasets, enhancing the data preparation process for predictive modeling. The platform aims to streamline the workflow for data scientists and machine learning practitioners by offering a modular and extensible framework for managing features efficiently.