CN106663224A8 - 用于机器学习模型评估的交互式界面 - Google Patents

用于机器学习模型评估的交互式界面 Download PDF

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CN106663224A8
CN106663224A8 CN201580044133.1A CN201580044133A CN106663224A8 CN 106663224 A8 CN106663224 A8 CN 106663224A8 CN 201580044133 A CN201580044133 A CN 201580044133A CN 106663224 A8 CN106663224 A8 CN 106663224A8
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machine learning
interactive interface
assessed
learning model
model
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CN106663224A (zh
CN106663224B (zh
Inventor
P·P·Y·李
N·M·科雷亚
L·P·迪拉克
A·M·英格曼
S·克里肖南
李瑾
S·R·普瓦蒂
S·赞拉蒂昂
C·E·达纳克尔
R·拉马克里肖南
郑天铭
卓东辉
T·阿加瓦尔
R·M·斯蒂勒
钱俊
M·布鲁克纳
R·赫布里奇
D·布里克
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Amazon Technologies Inc
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Amazon Technologies Inc
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Priority claimed from US14/319,902 external-priority patent/US10102480B2/en
Priority claimed from US14/460,314 external-priority patent/US10540606B2/en
Priority claimed from US14/460,312 external-priority patent/US11100420B2/en
Priority claimed from US14/463,434 external-priority patent/US10339465B2/en
Priority claimed from US14/484,201 external-priority patent/US10318882B2/en
Priority claimed from US14/489,449 external-priority patent/US9672474B2/en
Priority claimed from US14/489,448 external-priority patent/US10169715B2/en
Priority claimed from US14/538,723 external-priority patent/US10452992B2/en
Priority claimed from US14/569,458 external-priority patent/US10963810B2/en
Application filed by Amazon Technologies Inc filed Critical Amazon Technologies Inc
Priority claimed from PCT/US2015/038610 external-priority patent/WO2016004075A1/en
Publication of CN106663224A publication Critical patent/CN106663224A/zh
Publication of CN106663224A8 publication Critical patent/CN106663224A8/zh
Publication of CN106663224B publication Critical patent/CN106663224B/zh
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/46—Multiprogramming arrangements
    • G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5061—Partitioning or combining of resources
    • G06F9/5066—Algorithms for mapping a plurality of inter-dependent sub-tasks onto a plurality of physical CPUs
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning

Abstract

在机器学习服务处生成对应于模型的评估运行的第一数据组以用于通过交互式界面显示。所述数据组包括预测质量度量。基于特定客户端与所述界面的交互的检测确定与所述模型相关联的解释阈值的目标值。可发起由选择所述目标值引起的所述预测质量度量的改变的指示。
CN201580044133.1A 2014-06-30 2015-06-30 用于机器学习模型评估的交互式界面 Active CN106663224B (zh)

Applications Claiming Priority (21)

Application Number Priority Date Filing Date Title
US14/319,880 US9886670B2 (en) 2014-06-30 2014-06-30 Feature processing recipes for machine learning
US14/319,902 2014-06-30
US14/319,880 2014-06-30
US14/319,902 US10102480B2 (en) 2014-06-30 2014-06-30 Machine learning service
US14/460,312 2014-08-14
US14/460,314 2014-08-14
US14/460,312 US11100420B2 (en) 2014-06-30 2014-08-14 Input processing for machine learning
US14/460,314 US10540606B2 (en) 2014-06-30 2014-08-14 Consistent filtering of machine learning data
US14/463,434 2014-08-19
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
US14/484,201 2014-09-11
US14/489,449 2014-09-17
US14/489,448 2014-09-17
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 2014-11-11
US14/538,723 US10452992B2 (en) 2014-06-30 2014-11-11 Interactive interfaces for machine learning model evaluations
US14/569,458 US10963810B2 (en) 2014-06-30 2014-12-12 Efficient duplicate detection for machine learning data sets
US14/569,458 2014-12-12
PCT/US2015/038610 WO2016004075A1 (en) 2014-06-30 2015-06-30 Interactive interfaces for machine learning model evaluations

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CN106663224A8 true CN106663224A8 (zh) 2017-07-11
CN106663224B CN106663224B (zh) 2021-02-09

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CN201580044513.5A Active CN106663038B (zh) 2014-06-30 2015-06-30 用于机器学习的特征处理配方
CN201580044236.8A Active CN106663037B (zh) 2014-06-30 2015-06-30 用于管理特征处理的系统和方法
CN201580044133.1A Active CN106663224B (zh) 2014-06-30 2015-06-30 用于机器学习模型评估的交互式界面

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