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Catherine Nelson

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titleconferencedate
Beyond the Hype: A Pragmatic Look at How Developers Actually Use AI ToolsPyCon US 20262026-05-13
Claude Code, GitHub Copilot, Codex, MS Copilot Studio and PyCharm agents feature in concrete workflows: deployed a website in 30 minutes using an open‑source…
Panel on
Going From Notebooks to Scalable SystemsPyCon US 20252025-05-16
Shows exactly what gets changed: convert a penguin-classification notebook using scikit-learn into modular Python modules, extract steps (download, clean…
Talk on
Automate the boring ML stuff with pipelinesScale By the Bay 20202020-11-12
A reproducible ML pipeline that validates incoming data against a generated schema and stops training on mismatched batches, runs feature engineering with…
Talk on
Practical privacy-preserving machine learning in PythonPyCon US 20202020-04-15
Shows working Python code using TensorFlow Privacy with gradient clipping and noise multiplier so stochastic gradient descent adds Gaussian noise and a…
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