~/talks

Gael Varoquaux

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  • dotAI2 editions2024–2025

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Skrub DataOps, ProbabldotAI 20252025-11-06
Claims that messy data science code yields 88% of projects failing to reach production and that the fix is better primitives, not new models. Demonstrates…
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Skrub: Less data wrangling, more machine learningdotAI 20242024-10-17
Claims that Skrub slashes the 80% data‑prep burden by providing a Python library that converts messy tables into model‑ready features, shipping a table…
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Dirty Data Science Machine Learning On Non Curated DataPyData Global 20202020-11-11
Claims that string‑aware encodings and simple pipelines let supervised models learn directly from messy tables without manual curation, demonstrating a dataset…
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Keynote: Easier Machine Learning Thoughts From Scikit-LearnRay Summit 20202020-09-30
Scikit-learn focuses on concrete wins: algorithmic changes that speed real workloads, not vague scaling promises. Examples include randomized PCA (≈10x speedup…
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Understanding and diagnosing your machine-learning modelsPyData London 20182018-04-26
Claims concrete diagnostics not platitudes: uses scikit-learn metrics (explained variance, mean absolute error), cross_val_score, DummyClassifier and…
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