H2O.ai

H2O.ai is an open-source-centric platform for building ML models and AI applications. Its AutoML engine, Driverless AI, automates feature engineering, model tuning, and ensemble creation. Users can deploy solutions as REST APIs or integrate with popular big-data systems (Spark, Hadoop). A library of algorithms covers GLMs, Random Forest, XGBoost, Deep Learning, and more. With inbuilt explainability, data scientists can measure feature importance and reason about predictions. H2O.ai’s approach democratizes advanced ML, letting organizations quickly build scoring pipelines for various use cases.