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Transforming a Jupyter Notebook into a reproducible pipeline for ML experiments

Talkat PyCon US 2023 · 2023-04-19..04-27· [machine-learning, devops-and-delivery]
links:none on file
slides:none on file

Shows how to convert a Jupyter Notebook prototype into a reproducible machine-learning pipeline using Git and DVC, illustrated with a text-to-image project built on Stable Diffusion. Covers modularizing notebook code into separate modules, composing those modules into a DVC pipeline, running configurable experiments through the pipeline, and comparing results to identify best outcomes.

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