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Alexandra Johnson

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Unique Challenges of AI in Materials DesignMLconf Online 20202020-11-05
Materials design faces three concrete obstacles and specific fixes: messy handwritten lab data is tamed by a formulation-aware data platform that preserves…
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Lightning Talk: Kuber-What-Es?! Misadventures in Building UIs for K8s-Based ML PlatformsKubeCon + CloudNativeCon North America 20192019-11-18
Team builds Kubernetes-based ML platform to run massively parallel hyperparameter optimization jobs and chooses three UI rules: focus on non-infra users, CLI…
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Reducing Operational Barriers to Model TrainingMLconf NYC 20192019-03-29
Hardware barriers fall but shipping experiments still stalls teams: initial workflow copies files via SCP and TMUX windows, then shifts to building a local…
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Best Practices for Hyperparameter OptimizationMLconf Atlanta 20172017-09-15
A simple betting model beat the house using SigOpt after hyperparameter tuning, turning a losing approach into a money-making one and demonstrating real-world…
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Alexandra Johnson, Software Engineer, SigOpt, NYC 2017MLconf NYC 20172017-03-24
Hyperparameter tuning uses SigOpt Bayesian optimization to search real model settings not defaults, yielding concrete wins like a 315% boost in accuracy on a…
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