[P] New OSS GraphQL Text/EMail Machine Learning Server in Python • r/MachineLearning

Synacor is now making the Zimbra machine learning server, a functional, stand-alone, neural network-driven, GraphQL server for general text and e-mail classification, available as open source. One of the cooler projects I've had the opportunity to work on over the last year is to help modernize Synacor's Zimbra Collaboration Server and bring it up to date with a complete overhaul of many parts of the system. The new open source ZCS release will include a new high-availability, high performance backend, a great new React/Preact based user experience, and a machine intelligence capability to automatically organize content, sorting out smart folders and the most important messages, and providing a foundation for organizations to enhance the Zimbra Collaboration Server through its machine learning API or use it as a platform for experimentation. The ML server and GraphQL API allows a developer to easily create, train, and use any number of text classifiers, each having its own vocabulary, length of text input, meta-feature input, and combination of exclusive and overlapping target classes. The classification architecture achieves competitive results on some Kaggle classification challenges, which are included as example programs using the API.