EP3161731A1 - Gestion de compromis pour un traitement de caractéristiques - Google Patents

Gestion de compromis pour un traitement de caractéristiques

Info

Publication number
EP3161731A1
EP3161731A1 EP15739124.4A EP15739124A EP3161731A1 EP 3161731 A1 EP3161731 A1 EP 3161731A1 EP 15739124 A EP15739124 A EP 15739124A EP 3161731 A1 EP3161731 A1 EP 3161731A1
Authority
EP
European Patent Office
Prior art keywords
model
set
particular
machine learning
embodiments
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP15739124.4A
Other languages
German (de)
English (en)
Inventor
Leo Parker Dirac
Nicolle M. Correa
Charles Eric Dannaker
Aleksandr Mikhaylovich Ingerman
Sriram Krishnan
Jin Li
Sudhakar Rao Puvvadi
Saman Zarandioon
Rakesh Ramakrishnan
Tianming Zheng
Donghui Zhuo
Tarun Agarwal
Robert Matthias Steele
Jun Qian
Michael Brueckner
Ralf Herbrich
Daniel BLICK
Polly Po Yee Lee
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Amazon Technologies Inc
Original Assignee
Amazon Technologies Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority to US14/319,902 priority Critical patent/US10102480B2/en
Priority to US14/319,880 priority patent/US9886670B2/en
Priority to US14/460,312 priority patent/US20150379072A1/en
Priority to US14/460,314 priority patent/US20150379425A1/en
Priority to US14/463,434 priority patent/US10339465B2/en
Priority to US14/484,201 priority patent/US10318882B2/en
Priority to US14/489,448 priority patent/US10169715B2/en
Priority to US14/489,449 priority patent/US9672474B2/en
Priority to US14/538,723 priority patent/US10452992B2/en
Priority to US14/569,458 priority patent/US20150379430A1/en
Application filed by Amazon Technologies Inc filed Critical Amazon Technologies Inc
Priority to PCT/US2015/038589 priority patent/WO2016004062A1/fr
Publication of EP3161731A1 publication Critical patent/EP3161731A1/fr
Application status is Pending legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46Multiprogramming arrangements
    • G06F9/50Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5061Partitioning or combining of resources
    • G06F9/5066Algorithms for mapping a plurality of inter-dependent sub-tasks onto a plurality of physical CPUs
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computer systems using knowledge-based models
    • G06N5/02Knowledge representation
    • G06N5/025Extracting rules from data

Abstract

La présente invention concerne, au niveau d'un service d'apprentissage machine, l'identification d'un ensemble de variables candidates pouvant être utilisées pour faire l'apprentissage d'un modèle, ledit ensemble comprenant au moins une variable traitée produite par une transformation de traitement de caractéristiques. Une estimation des coûts indicative d'un effet de mise en œuvre de la transformation de traitement de caractéristiques sur une métrique de performance associée à un objectif de prédiction du modèle est déterminée. Sur la base, au moins en partie, de l'estimation des coûts, une proposition de traitement de caractéristiques qui exclut la transformation de traitement de caractéristiques est mise en œuvre.
EP15739124.4A 2014-06-30 2015-06-30 Gestion de compromis pour un traitement de caractéristiques Pending EP3161731A1 (fr)

Priority Applications (11)

Application Number Priority Date Filing Date Title
US14/319,902 US10102480B2 (en) 2014-06-30 2014-06-30 Machine learning service
US14/319,880 US9886670B2 (en) 2014-06-30 2014-06-30 Feature processing recipes for machine learning
US14/460,312 US20150379072A1 (en) 2014-06-30 2014-08-14 Input processing for machine learning
US14/460,314 US20150379425A1 (en) 2014-06-30 2014-08-14 Consistent filtering of machine learning data
US14/463,434 US10339465B2 (en) 2014-06-30 2014-08-19 Optimized decision tree based models
US14/484,201 US10318882B2 (en) 2014-09-11 2014-09-11 Optimized training of linear machine learning models
US14/489,448 US10169715B2 (en) 2014-06-30 2014-09-17 Feature processing tradeoff management
US14/489,449 US9672474B2 (en) 2014-06-30 2014-09-17 Concurrent binning of machine learning data
US14/538,723 US10452992B2 (en) 2014-06-30 2014-11-11 Interactive interfaces for machine learning model evaluations
US14/569,458 US20150379430A1 (en) 2014-06-30 2014-12-12 Efficient duplicate detection for machine learning data sets
PCT/US2015/038589 WO2016004062A1 (fr) 2014-06-30 2015-06-30 Gestion de compromis pour un traitement de caractéristiques

Publications (1)

Publication Number Publication Date
EP3161731A1 true EP3161731A1 (fr) 2017-05-03

Family

ID=53674329

Family Applications (4)

Application Number Title Priority Date Filing Date
EP15739124.4A Pending EP3161731A1 (fr) 2014-06-30 2015-06-30 Gestion de compromis pour un traitement de caractéristiques
EP15739127.7A Pending EP3161635A1 (fr) 2014-06-30 2015-06-30 Service d'apprentissage machine
EP15739125.1A Pending EP3161732A1 (fr) 2014-06-30 2015-06-30 Recettes de traitement de caractéristique pour un apprentissage machine
EP15739128.5A Pending EP3161733A1 (fr) 2014-06-30 2015-06-30 Interfaces interactives pour des évaluations de modèle d'apprentissage machine

Family Applications After (3)

Application Number Title Priority Date Filing Date
EP15739127.7A Pending EP3161635A1 (fr) 2014-06-30 2015-06-30 Service d'apprentissage machine
EP15739125.1A Pending EP3161732A1 (fr) 2014-06-30 2015-06-30 Recettes de traitement de caractéristique pour un apprentissage machine
EP15739128.5A Pending EP3161733A1 (fr) 2014-06-30 2015-06-30 Interfaces interactives pour des évaluations de modèle d'apprentissage machine

Country Status (5)

Country Link
EP (4) EP3161731A1 (fr)
JP (4) JP6445055B2 (fr)
CN (1) CN106575246A (fr)
CA (4) CA2953959A1 (fr)
WO (4) WO2016004062A1 (fr)

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US9800497B2 (en) 2015-05-27 2017-10-24 Cisco Technology, Inc. Operations, administration and management (OAM) in overlay data center environments
US10033766B2 (en) 2015-06-05 2018-07-24 Cisco Technology, Inc. Policy-driven compliance
US20160359912A1 (en) 2015-06-05 2016-12-08 Cisco Technology, Inc. System and method for network policy simulation
US10089099B2 (en) 2015-06-05 2018-10-02 Cisco Technology, Inc. Automatic software upgrade
US9967158B2 (en) 2015-06-05 2018-05-08 Cisco Technology, Inc. Interactive hierarchical network chord diagram for application dependency mapping
US10142353B2 (en) 2015-06-05 2018-11-27 Cisco Technology, Inc. System for monitoring and managing datacenters
US20190026637A1 (en) * 2016-01-08 2019-01-24 Sunil Mehta Method and virtual data agent system for providing data insights with artificial intelligence
US10171357B2 (en) 2016-05-27 2019-01-01 Cisco Technology, Inc. Techniques for managing software defined networking controller in-band communications in a data center network
US10289438B2 (en) 2016-06-16 2019-05-14 Cisco Technology, Inc. Techniques for coordination of application components deployed on distributed virtual machines
WO2017222436A1 (fr) * 2016-06-23 2017-12-28 Telefonaktiebolaget Lm Ericsson (Publ) Procédé et système de commande d'approvisionnement d'un réseau de communication pour commander l'approvisionnement en services depuis un réseau d'approvisionnement vers des dispositifs de communication
US10339320B2 (en) 2016-11-18 2019-07-02 International Business Machines Corporation Applying machine learning techniques to discover security impacts of application programming interfaces
US10250446B2 (en) 2017-03-27 2019-04-02 Cisco Technology, Inc. Distributed policy store
CN106952475B (zh) * 2017-04-26 2019-04-23 清华大学 用户均衡原则下的双路径路网个性化诱导率分配方法
CN107203469A (zh) * 2017-04-28 2017-09-26 北京大学 基于机器学习的编译器测试加速方法
US20180349795A1 (en) * 2017-06-02 2018-12-06 Stitch Fix, Inc. Using artificial intelligence to design a product
US20190012746A1 (en) * 2017-07-07 2019-01-10 Dion Sullivan System and method for evaluating the true reach of social media influencers
JP6607885B2 (ja) * 2017-07-10 2019-11-20 株式会社三菱総合研究所 情報処理装置及び情報処理方法
KR101828503B1 (ko) 2017-08-23 2018-03-29 주식회사 에이젠글로벌 앙상블 모델 생성 장치 및 방법
WO2019087526A1 (fr) * 2017-11-02 2019-05-09 日本電気株式会社 Système d'évaluation, procédé d'évaluation et programme d'évaluation
WO2019130433A1 (fr) * 2017-12-26 2019-07-04 株式会社ウフル Système et procédé de fourniture de résultat de traitement d'informations ainsi que programme
WO2019130434A1 (fr) * 2017-12-26 2019-07-04 株式会社ウフル Système de fourniture de résultats de traitement d'apprentissage automatique, procédé de fourniture de résultats de traitement d'apprentissage automatique, et programme

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JP2009093334A (ja) * 2007-10-05 2009-04-30 Seiko Epson Corp 識別方法及びプログラム
JP5133775B2 (ja) * 2008-05-19 2013-01-30 株式会社野村総合研究所 ジョブ管理装置
JP4591566B2 (ja) * 2008-07-14 2010-12-01 ソニー株式会社 情報処理装置、情報処理方法、およびプログラム
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Also Published As

Publication number Publication date
CA2953959A1 (fr) 2016-01-07
JP6445055B2 (ja) 2018-12-26
JP6419859B2 (ja) 2018-11-07
CA2953969A1 (fr) 2016-01-07
CA2953817A1 (fr) 2016-01-07
JP2017530435A (ja) 2017-10-12
JP2017524183A (ja) 2017-08-24
CN106575246A (zh) 2017-04-19
JP6419860B2 (ja) 2018-11-07
EP3161635A1 (fr) 2017-05-03
WO2016004063A1 (fr) 2016-01-07
EP3161733A1 (fr) 2017-05-03
WO2016004075A1 (fr) 2016-01-07
JP2017529583A (ja) 2017-10-05
JP2017527008A (ja) 2017-09-14
EP3161732A1 (fr) 2017-05-03
CA2953826A1 (fr) 2016-01-07
WO2016004073A1 (fr) 2016-01-07
CN106575246A8 (zh) 2017-07-07
JP6371870B2 (ja) 2018-08-08
WO2016004062A1 (fr) 2016-01-07

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