| Document Date: 2015-02-02 20:52:57
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City Gaussian Process / COLUMBUS / / Company Master Server Parser PAQ Plans ML Code LLP / Amazon / Mead / / / IndustryTerm search strategies / baseline algorithm / bandit search / naive grid search / grid search / web-scale text mining / search process / random search / machine learning algorithms / model search / database systems / model search procedure / overall search quality / sequential grid search involving / suboptimal search method / search procedure / statistical query processing / unconstrained search spaces / iterative computing / dataset/search method combination / web service / model search task / data processing tasks / search problems / search algorithms / search methods / random search model / search method / search experiments / model search strategies / bandit algorithms / arbitrary model search procedure / implemented algorithm / gradient descent algorithm / sequential grid search / action elimination algorithm / commodity computing clusters / computing / model search algorithms / search space / bandit allocation algorithm / model search problem / model search techniques / learning algorithms / / MarketIndex STREAM / / NaturalFeature Random Forest / / OperatingSystem Linux / / Organization UCLA / Brown University / UC Berkeley / Federal Government / / Person Gradient / Evan R. Sparks Ameet Talwalkar / Michael I. Jordan / Michael J. Franklin / / Position integrated PAQ planner / baseline PAQ planner / MLlib/MLI Statistics PAQ Planner / suitable model for supporting predictive queries / model for PartialIters iterations / tackle PAQ planning / Trainingsupported Predictive Analytic Query planner / Developer Spark Worker Spark Worker Spark Worker / good PAQ planner / PAQ planner / Model / worker / machine learning model for binary classification / representative / scheduler / Planner / / Product Apache / / ProgrammingLanguage Java / Python / Fortran / ML / Scala / / Technology machine learning algorithms / baseline algorithm / Linux / search algorithms / gradient descent algorithm / machine learning / PAQ algorithm / bandit allocation algorithm / bandit algorithms / java / action elimination algorithm / 7 end Algorithm / machine learning system / one algorithm / efficiently implemented algorithm / model search algorithms / /
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TuPAQ: An Efficient Planner for Large-scale Predictive Analytic Queries Evan R. Sparks Ameet Talwalkar