Get to know the ML landscape through this practical, concise overview of modern machine learning algorithms. Plus, we'll discuss the tradeoffs of each. (more…)
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ML models often exhibit unexpectedly poor behavior when they are deployed in
real-world domains. We identify underspecification as a key reason for these
failures. An ML pipeline is underspecified when it can return many predictors
with equivalently stron... (more…)
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We share strategies for getting machine learning jobs, from understanding the market and building a portfolio to skill improvement and the application process. (more…)
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A tutorial for building a real-time sensor anomaly detector for use in municipal wastewater treatment systems.
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Having been at the forefront of machine learning since the 1980s when I was a staff scientist in the Theoretical Division at Los Alamos performing basic re... (more…)
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