H2O.ai
H2O.ai is an open-source machine learning and AI platform that enables scalable model development using popular algorithms and AutoML. Designed for both developers and enterprises, it offers broad language support, integration with big data ecosystems, and deployment-ready model tools.
Key Features
Comprehensive ML Algorithms: Includes GLM, GBM, XGBoost, deep learning, and more.
AutoML Engine: Automatically trains and tunes models, ranks performance, and explains results.
Big Data Integration: Works with Hadoop, Spark, Hive, and cloud data stores.
Multi-Language APIs: Accessible via Python, R, Java, Scala, and REST/JSON interfaces.
Enterprise Tools: Production-grade deployment, model interpretability, and monitoring with Driverless AI (commercial product).
Example Use Cases
Training machine learning models on large-scale structured data
Automating feature engineering and model tuning
Embedding models in real-time business applications
Supporting enterprise AI workflows with AutoML and explainability