Hopsworks

Hopsworks is an enterprise machine learning (ML) platform that focuses on the development and operation of ML pipelines at scale. Built around its Feature Store, Hopsworks allows users to manage their AI data for feature and model training in end-to-end ML pipelines. The platform provides a central repository for managing features, experiments, models, and assets while offering project-based multi-tenancy for teams who need to collaborate with sensitive data.

Hopsworks supports Spark, TensorFlow, PyTorch, and Scikit-Learn among others making it a versatile platform. It solves some of the hardest scaling problems in ML including hyperparameter tuning, feature engineering as well as training all within one integrated system. The software also offers enterprise integrations with Active Directory, LDAP OAuth2 and Kubernetes providing full governance and provenance for your business's critical data with GDPR compliance ensuring comprehensive security. Overall Hopsworks was designed from the ground up to provide cloud-based or on-premise users with a scalable AI platform suitable for any stage of the ML lifecycle including feature management model training serving and monitoring without compromising security or ease-of-use.