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ML base ML base ML base ML base ML base MLlib & ML base ML base ML base Distributed Machine Learning on ML base Evan Sparks UC Berkeley January 31st, 2014 Collaborators: Ameet Talwalkar, Xiangrui Meng, Virginia Smith, Xinghao Pan, Shivaram Venkataraman, Matei Zaharia, Rean Griffith, John Duchi, Joseph Gonzalez, Michael Franklin, Michael I. Jordan, Tim Kraska   www.mlbase.org UC Berkeley Declarative result ML Task (e.g., fn-model & summary) User Master Server Problem: Scalable implementa.ons Parser Meta-Data difficult for ML Developers… ML Contract + Code LLP M ML Library a s t e Optimizer r Statistics PLP Executor/Monitoring ML Developer DMX DMX DMX DMX Runtime Runtime Runtime Runtime S …. l a v e s Declarative result ML Task (e.g., fn-model & summary) User Master Server Problem: Scalable implementa.ons Parser Meta-Data difficult for ML Developers… ML Contract + Code LLP M ML Library a s t e Optimizer r Statistics PLP Executor/Monitoring ML Developer DMX DMX DMX DMX Runtime Runtime Runtime Runtime S …. l a v e s Declarative result ML Task (e.g., fn-model & summary) User Master Server Problem: Scalable implementa.ons Parser Meta-Data difficult for ML Developers… ML Contract + Code LLP M ML Library a s t e Optimizer r Statistics PLP Executor/Monitoring ML Developer DMX DMX DMX DMX Runtime Runtime Runtime Runtime S …. l a v e s Problem: ML is difficult for End Users… Too many algorithms… Problem: ML is difficult for End Users… Too many knobs… Too many algorithms… Problem: ML is difficult for End Users… Too many knobs… Too many algorithms… Difficult to debug… Problem: ML is difficult for End Users… Too many knobs… Too many algorithms… Difficult to debug… Doesn’t scale… Problem: ML is difficult  t s a F R e l for End Users… i a b l e e Accurate l b a v Too many o r P knobs… Too many algorithms… Difficult to debug… Doesn’t scale… ML Experts MLbase Systems Experts

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Jan 31, 2014 Spark: cluster compu ng system designed for itera ve computa on. MLlib: produc on-‐quality ML library in Spark. Lapack. Matlab Interface.

MLlib Strata - UC Berkeley AMP Camp PDF

116 Pages·2014·3.53 MB·English

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Jan 31, 2014 Spark: cluster compu ng system designed for itera ve computa on. MLlib: produc on-‐quality ML library in Spark. Lapack. Matlab Interface.

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Author:	Unknown
Publication Year:	2014
Pages:	116
Language:	English
File Size:	3.53
Format:	PDF
Price:	FREE

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