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Tour of UnionML: An Open Source framework for Building Machine Learn Microservices

Talkat PyData Global 2022 · 2022-12-01..12-03· [machine-learning, microservices]
slides:none on file

Claims an open source MLOps framework that reduces boilerplate and unifies tooling into one app and shows it actually builds and serves a working microservice. Demonstrates a digit classifier trained with logistic regression on a prepared dataset, uses PyTorch TensorFlow or scikit learn interchangeably, and deploys via UnionML serve to a FastAPI endpoint after installing with pip install unionml. Mentions serverless, Kubernetes and Flyte integrations and the demo runs end to end.

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