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Scott Clark

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Exploring Tradeoffs in Experiment Management as part of AI PlatformsTWIMLcon: AI Platforms 20192019-10-01
Framework for deciding what to build versus buy for Experiment Management, applied to deployments across firms totaling $500B market cap and trading clients…
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Startup ShowcaseThe AI Conference 20172017-06-02
Platform that maps materials data from PDFs and handbooks into searchable structured records and runs physics-aware ML and simulation to cut R&D cycles 2–5x…
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Scott Clark, CEO & Co-Founder, SigOpt at MLconf Seattle 2017MLconf Seattle 20172017-05-19
Claims Bayesian optimization using a Gaussian process surrogate and expected improvement acquisition beats grid and random search on real deep learning tasks…
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Using Bayesian Optimization to Tune Machine Learning ModelsMLconf SF 20162016-11-11
Argues that Bayesian global optimization (Gaussian-process surrogate with expected improvement acquisition) finds better hyperparameters with far fewer costly…
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DBTB INT Scott Clark rData By the Bay 20162016-05-16
Claims Bayesian optimization outperforms grid and random search for hyperparameter tuning, reducing experiment time and cost; reports applicability to neural…
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Optimizing Machine Learning ModelsData By the Bay 20162016-05-16
Bayesian global optimization via SigOpt claims to find better hyperparameters far faster than grid or random search, trading exploration and exploitation using…
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Scott Clark, Software Engineer, YelpMLconf SF 20142014-11-14
MOE is an open source Bayesian global optimizer that models an expensive black‑box objective with a Gaussian Process, fits its kernel hyperparameters…
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