CN107133190A - 一种机器学习系统的训练方法和训练系统 - Google Patents

一种机器学习系统的训练方法和训练系统 Download PDF

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Publication number
CN107133190A
CN107133190A CN201610113716.1A CN201610113716A CN107133190A CN 107133190 A CN107133190 A CN 107133190A CN 201610113716 A CN201610113716 A CN 201610113716A CN 107133190 A CN107133190 A CN 107133190A
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sample
machine learning
learning system
sample data
sample set
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周俊
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Alibaba Group Holding Ltd
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Alibaba Group Holding Ltd
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Priority to CN201610113716.1A priority Critical patent/CN107133190A/zh
Priority to TW106104294A priority patent/TWI796286B/zh
Priority to JP2018544075A priority patent/JP6991983B2/ja
Priority to PCT/CN2017/073719 priority patent/WO2017148266A1/zh
Publication of CN107133190A publication Critical patent/CN107133190A/zh
Priority to US16/114,078 priority patent/US11720787B2/en
Priority to US18/342,204 priority patent/US12026618B2/en
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0495—Quantised networks; Sparse networks; Compressed networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Mathematical Analysis (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Computational Mathematics (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Algebra (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Operations Research (AREA)
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  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Complex Calculations (AREA)
  • Cable Transmission Systems, Equalization Of Radio And Reduction Of Echo (AREA)
CN201610113716.1A 2016-02-29 2016-02-29 一种机器学习系统的训练方法和训练系统 Pending CN107133190A (zh)

Priority Applications (6)

Application Number Priority Date Filing Date Title
CN201610113716.1A CN107133190A (zh) 2016-02-29 2016-02-29 一种机器学习系统的训练方法和训练系统
TW106104294A TWI796286B (zh) 2016-02-29 2017-02-09 一種機器學習系統的訓練方法和訓練系統
JP2018544075A JP6991983B2 (ja) 2016-02-29 2017-02-16 機械学習システムをトレーニングする方法及びシステム
PCT/CN2017/073719 WO2017148266A1 (zh) 2016-02-29 2017-02-16 一种机器学习系统的训练方法和训练系统
US16/114,078 US11720787B2 (en) 2016-02-29 2018-08-27 Method and system for training machine learning system
US18/342,204 US12026618B2 (en) 2016-02-29 2023-06-27 Method and system for training machine learning system

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201610113716.1A CN107133190A (zh) 2016-02-29 2016-02-29 一种机器学习系统的训练方法和训练系统

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CN107133190A true CN107133190A (zh) 2017-09-05

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US (2) US11720787B2 (enExample)
JP (1) JP6991983B2 (enExample)
CN (1) CN107133190A (enExample)
TW (1) TWI796286B (enExample)
WO (1) WO2017148266A1 (enExample)

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CN109753019A (zh) * 2017-11-06 2019-05-14 发那科株式会社 控制装置和机器学习装置
CN113010500A (zh) * 2019-12-18 2021-06-22 中国电信股份有限公司 用于dpi数据的处理方法和处理系统
CN113396562A (zh) * 2019-02-27 2021-09-14 华为技术有限公司 人工智能增强数据采样
US11562527B2 (en) 2020-08-06 2023-01-24 Industrial Technology Research Institute Labeling method, labeling device using the same, pick-and-place system using the same, pick-and-place method using the same and non-transitory computer readable medium using the same

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CN107133190A (zh) 2016-02-29 2017-09-05 阿里巴巴集团控股有限公司 一种机器学习系统的训练方法和训练系统
TWI651664B (zh) * 2017-11-15 2019-02-21 財團法人資訊工業策進會 模型生成伺服器及其模型生成方法
CN109325118B (zh) * 2018-09-03 2023-06-27 平安科技（深圳）有限公司 不平衡样本数据预处理方法、装置和计算机设备
US11379760B2 (en) 2019-02-14 2022-07-05 Yang Chang Similarity based learning machine and methods of similarity based machine learning
CN111985651A (zh) * 2019-05-22 2020-11-24 中国移动通信集团福建有限公司 业务系统运维方法和装置
US11651228B2 (en) * 2020-04-17 2023-05-16 Microsoft Technology Licensing, Llc Dual-momentum gradient optimization with reduced memory requirements
CN114357069B (zh) * 2021-12-23 2024-05-28 微梦创科网络科技（中国）有限公司 一种基于分布式存储的大数据采样方法及系统

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US8315817B2 (en) * 2007-01-26 2012-11-20 Illumina, Inc. Independently removable nucleic acid sequencing system and method
JP4985293B2 (ja) 2007-10-04 2012-07-25 ソニー株式会社 情報処理装置および方法、プログラム、並びに記録媒体
US8706742B1 (en) * 2009-04-22 2014-04-22 Equivio Ltd. System for enhancing expert-based computerized analysis of a set of digital documents and methods useful in conjunction therewith
CN102156907A (zh) * 2010-02-11 2011-08-17 中国科学院计算技术研究所 面向qa系统的质检方法
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Cited By (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109753019A (zh) * 2017-11-06 2019-05-14 发那科株式会社 控制装置和机器学习装置
CN113396562A (zh) * 2019-02-27 2021-09-14 华为技术有限公司 人工智能增强数据采样
CN113396562B (zh) * 2019-02-27 2022-12-06 华为技术有限公司 人工智能增强数据采样
US11743093B2 (en) 2019-02-27 2023-08-29 Huawei Technologies Co., Ltd. Artificial intelligent enhanced data sampling
US12184467B2 (en) 2019-02-27 2024-12-31 Huawei Technologies Co., Ltd. Artificial intelligent enhanced data sampling
CN113010500A (zh) * 2019-12-18 2021-06-22 中国电信股份有限公司 用于dpi数据的处理方法和处理系统
US11562527B2 (en) 2020-08-06 2023-01-24 Industrial Technology Research Institute Labeling method, labeling device using the same, pick-and-place system using the same, pick-and-place method using the same and non-transitory computer readable medium using the same

Also Published As

Publication number Publication date
JP2019512126A (ja) 2019-05-09
WO2017148266A1 (zh) 2017-09-08
US12026618B2 (en) 2024-07-02
JP6991983B2 (ja) 2022-01-14
US20180365523A1 (en) 2018-12-20
US11720787B2 (en) 2023-08-08
TW201737115A (zh) 2017-10-16
TWI796286B (zh) 2023-03-21
US20230342607A1 (en) 2023-10-26

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Application publication date: 20170905