CN113762504B - 模型训练系统、方法和存储介质 - Google Patents

模型训练系统、方法和存储介质

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Publication number
CN113762504B
CN113762504B CN202110850132.3A CN202110850132A CN113762504B CN 113762504 B CN113762504 B CN 113762504B CN 202110850132 A CN202110850132 A CN 202110850132A CN 113762504 B CN113762504 B CN 113762504B
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China
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data
training
model
platform
cloud
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Chinese (zh)
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CN113762504A (zh
Inventor
陈普
廖乔勃
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Huawei Cloud Computing Technologies Co Ltd
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Huawei Technologies Co Ltd
Huawei Cloud Computing Technologies Co Ltd
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Priority to CN202110850132.3A priority Critical patent/CN113762504B/zh
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/10Protocols in which an application is distributed across nodes in the network
    • H04L67/1097Protocols in which an application is distributed across nodes in the network for distributed storage of data in networks, e.g. transport arrangements for network file system [NFS], storage area networks [SAN] or network attached storage [NAS]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/901Indexing; Data structures therefor; Storage structures
    • G06F16/9017Indexing; Data structures therefor; Storage structures using directory or table look-up
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/903Querying
    • G06F16/9032Query formulation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/903Querying
    • G06F16/9038Presentation of query results
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60Protecting data
    • G06F21/62Protecting access to data via a platform, e.g. using keys or access control rules
    • G06F21/6218Protecting access to data via a platform, e.g. using keys or access control rules to a system of files or objects, e.g. local or distributed file system or database
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/08Network architectures or network communication protocols for network security for authentication of entities
    • H04L63/0807Network architectures or network communication protocols for network security for authentication of entities using tickets, e.g. Kerberos
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/08Network architectures or network communication protocols for network security for authentication of entities
    • H04L63/0884Network architectures or network communication protocols for network security for authentication of entities by delegation of authentication, e.g. a proxy authenticates an entity to be authenticated on behalf of this entity vis-à-vis an authentication entity

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Databases & Information Systems (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mathematical Physics (AREA)
  • Computer Security & Cryptography (AREA)
  • Computer Hardware Design (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Bioethics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Storage Device Security (AREA)
CN202110850132.3A 2017-11-29 2017-11-29 模型训练系统、方法和存储介质 Active CN113762504B (zh)

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EP (1) EP3709226A4 (https=)
JP (2) JP7144117B2 (https=)
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CN (2) CN113762504B (https=)
AU (1) AU2018374912B2 (https=)
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Families Citing this family (38)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113762504B (zh) 2017-11-29 2025-09-12 华为云计算技术有限公司 模型训练系统、方法和存储介质
JP2019136429A (ja) * 2018-02-15 2019-08-22 株式会社三洋物産 遊技機
JP2019136431A (ja) * 2018-02-15 2019-08-22 株式会社三洋物産 遊技機
US10979416B2 (en) * 2018-03-26 2021-04-13 Nicira, Inc. System and method for authentication in a public cloud
KR102074353B1 (ko) * 2018-04-13 2020-02-06 한국전자통신연구원 제어시스템 분야의 실시간 사이버 보안 훈련 제공 장치 및 방법
CN112149139B (zh) * 2019-06-28 2024-08-09 杭州海康威视数字技术股份有限公司 权限管理方法及装置
CN112148205A (zh) * 2019-06-28 2020-12-29 杭州海康威视数字技术股份有限公司 数据管理方法及装置
CN111147603A (zh) * 2019-09-30 2020-05-12 华为技术有限公司 一种推理服务网络化的方法及装置
CN111092935B (zh) * 2019-11-27 2022-07-12 中国联合网络通信集团有限公司 一种用于机器学习的数据共享方法和虚拟训练装置
CN111064797B (zh) * 2019-12-20 2023-01-10 深圳前海微众银行股份有限公司 一种数据处理方法及装置
CN113128528A (zh) * 2019-12-27 2021-07-16 无锡祥生医疗科技股份有限公司 超声影像深度学习分布式训练系统和训练方法
CN112668016B (zh) * 2020-01-02 2023-12-08 华控清交信息科技(北京)有限公司 一种模型训练方法、装置和电子设备
CN113128686A (zh) * 2020-01-16 2021-07-16 华为技术有限公司 模型训练方法及装置
CN113554450B (zh) * 2020-04-24 2024-08-30 阿里巴巴集团控股有限公司 数据模型训练及数据处理方法、装置、设备及存储介质
WO2021217610A1 (zh) * 2020-04-30 2021-11-04 华为技术有限公司 数据标注系统、方法和数据标注管理器
CN113762292B (zh) * 2020-06-03 2024-02-02 杭州海康威视数字技术股份有限公司 一种训练数据获取方法、装置及模型训练方法、装置
US11461292B2 (en) * 2020-07-01 2022-10-04 International Business Machines Corporation Quick data exploration
US11847544B2 (en) 2020-07-21 2023-12-19 International Business Machines Corporation Preventing data leakage in automated machine learning
CN112085208B (zh) * 2020-07-30 2024-08-20 北京聚云科技有限公司 一种利用云端进行模型训练的方法及装置
CN112102263A (zh) * 2020-08-31 2020-12-18 深圳思谋信息科技有限公司 缺陷检测模型生成系统、方法、装置和计算机设备
CN114358302A (zh) * 2020-10-14 2022-04-15 华为云计算技术有限公司 一种人工智能ai训练的方法、系统及设备
WO2022131663A1 (en) * 2020-12-18 2022-06-23 Samsung Electronics Co., Ltd. Method for preventing data leakage to machine learning engines available in electronic device
EP4200736A4 (en) 2020-12-18 2024-01-24 Samsung Electronics Co., Ltd. METHOD FOR PREVENTING DATA LEAKS ON MACHINE LEARNING MOTORS AVAILABLE IN AN ELECTRONIC DEVICE
CN114254766B (zh) * 2021-12-10 2024-07-05 智己汽车科技有限公司 一种车云两端联合训练机器学习模型的方法及系统
WO2023151829A1 (en) * 2022-02-14 2023-08-17 Telefonaktiebolaget Lm Ericsson (Publ) Blockchain-enabled trusted data layer for artificial intelligence (ai) applications
CN114896056A (zh) * 2022-04-18 2022-08-12 浙江安存云链数据技术有限公司 数据应用方法、装置、存储介质及电子设备
CN115114288B (zh) * 2022-06-23 2025-07-11 北京奇艺世纪科技有限公司 数据检索方法、平台、服务器、系统、设备及介质
KR102753024B1 (ko) * 2022-08-31 2025-01-14 (주)지비유 데이터링크스 사용자 맞춤형 인공지능 모델 제작 서비스 제공방법, 장치 및 컴퓨터프로그램
WO2024062400A1 (en) * 2022-09-21 2024-03-28 Genxt Ltd Mediation systems and methods for a federated confidential computing environment
CN117793767A (zh) * 2022-09-29 2024-03-29 华为技术有限公司 Ai模型训练中用于获取训练数据的方法以及通信装置
CN115757599A (zh) * 2022-10-28 2023-03-07 山东浪潮科学研究院有限公司 训练推理平台及方法
CN115618234A (zh) * 2022-11-03 2023-01-17 上海浦东发展银行股份有限公司 一种模型训练方法、装置、设备及存储介质
CN115618239B (zh) * 2022-12-16 2023-04-11 四川金信石信息技术有限公司 一种深度学习框架训练的管理方法、系统、终端及介质
US20240211605A1 (en) * 2022-12-22 2024-06-27 Acronis International Gmbh Automation Platform for Pentest Collaboration
CN116561244A (zh) * 2023-04-14 2023-08-08 国家计算机网络与信息安全管理中心 目标关系的识别方法及装置
CN117150025B (zh) * 2023-10-31 2024-01-26 湖南锦鳞智能科技有限公司 一种数据服务智能识别系统
US20250211584A1 (en) * 2023-12-22 2025-06-26 Capital One Services, Llc Systems and methods for authenticating network operations via dynamic selection of access tokens
WO2025174107A1 (en) * 2024-02-16 2025-08-21 Samsung Electronics Co., Ltd. System and method for dynamic machine learning model distribution

Family Cites Families (43)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2005185560A (ja) * 2003-12-25 2005-07-14 Konica Minolta Medical & Graphic Inc 医用画像処理装置及び医用画像処理システム
US7869647B2 (en) * 2004-04-02 2011-01-11 Agilent Technologies, Inc. System and method for processing training data for a statistical application
US8438122B1 (en) * 2010-05-14 2013-05-07 Google Inc. Predictive analytic modeling platform
US8521664B1 (en) * 2010-05-14 2013-08-27 Google Inc. Predictive analytical model matching
US8229864B1 (en) * 2011-05-06 2012-07-24 Google Inc. Predictive model application programming interface
US20130110675A1 (en) 2011-10-31 2013-05-02 Microsoft Corporation Marketplace for Composite Application and Data Solutions
US9483740B1 (en) * 2012-09-06 2016-11-01 Go Daddy Operating Company, LLC Automated data classification
US9338157B1 (en) * 2013-03-15 2016-05-10 Microstrategy Incorporated Credential technology
CN103389719B (zh) * 2013-08-02 2015-07-22 临沂市拓普网络股份有限公司 基于云计算的智能家居监控系统及方法
US9489630B2 (en) * 2014-05-23 2016-11-08 DataRobot, Inc. Systems and techniques for predictive data analytics
US20160019324A1 (en) 2014-07-15 2016-01-21 WikiModel LLC Analysis and sharing of custom defined computation models and experimental data
US9946970B2 (en) * 2014-11-07 2018-04-17 Microsoft Technology Licensing, Llc Neural networks for encrypted data
EP3286711A1 (en) * 2015-04-23 2018-02-28 Rovi Guides, Inc. Systems and methods for improving accuracy in media asset recommendation models
US20180239904A1 (en) * 2015-08-12 2018-08-23 Entit Software Llc Assigning classifiers to classify security scan issues
US20180314984A1 (en) * 2015-08-12 2018-11-01 Entit Software Llc Retraining a machine classifier based on audited issue data
US20170061311A1 (en) * 2015-08-27 2017-03-02 Li Liu Method for providing data analysis service by a service provider to data owner and related data transformation method for preserving business confidential information of the data owner
US10373069B2 (en) * 2015-09-26 2019-08-06 Intel Corporation Technologies for platform-targeted machine learning
JP6116650B1 (ja) * 2015-11-17 2017-04-19 エヌ・ティ・ティ・コムウェア株式会社 学習支援システム、学習支援方法、学習支援装置、および学習支援プログラム
CN105426857B (zh) * 2015-11-25 2019-04-12 小米科技有限责任公司 人脸识别模型训练方法和装置
EP3382609A4 (en) * 2015-11-27 2018-12-05 Fujitsu Limited Risk assessment method, risk assessment program, and information processing device
US10452705B2 (en) * 2015-11-30 2019-10-22 Walmart Apollo, Llc System, method, and non-transitory computer-readable storage media for evaluating search results
CN105575389B (zh) * 2015-12-07 2019-07-30 百度在线网络技术(北京)有限公司 模型训练方法、系统和装置
US10438132B2 (en) * 2015-12-16 2019-10-08 Accenture Global Solutions Limited Machine for development and deployment of analytical models
US10671938B2 (en) * 2016-01-27 2020-06-02 Bonsai AI, Inc. Artificial intelligence engine configured to work with a pedagogical programming language to train one or more trained artificial intelligence models
CN105550374A (zh) * 2016-01-29 2016-05-04 湖南大学 Spark云服务环境下面向大数据的随机森林并行机器学习方法
EP3432227A4 (en) * 2016-03-14 2019-07-10 Omron Corporation LEARNING SERVICE PROVISION DEVICE
JP2017187850A (ja) * 2016-04-01 2017-10-12 株式会社リコー 画像処理システム、情報処理装置、プログラム
JP6151404B1 (ja) * 2016-04-26 2017-06-21 ヤフー株式会社 学習装置、学習方法および学習プログラム
EP3455743A1 (en) 2016-05-13 2019-03-20 Equals 3 LLC Searching structured and unstructured data sets
CN106204780A (zh) * 2016-07-04 2016-12-07 武汉理工大学 一种基于深度学习和云服务的人脸识别考勤系统及方法
CN106502889B (zh) * 2016-10-13 2019-09-13 华为技术有限公司 预测云软件性能的方法和装置
CN106529673B (zh) * 2016-11-17 2019-05-03 北京百度网讯科技有限公司 基于人工智能的深度学习网络训练方法及装置
CN106648994B (zh) * 2017-01-04 2020-09-11 华为技术有限公司 一种备份操作日志的方法,设备和系统
CN106856508A (zh) * 2017-02-08 2017-06-16 北京百度网讯科技有限公司 数据中心的云监控方法及云平台
CN107124276B (zh) * 2017-04-07 2020-07-28 西安电子科技大学 一种安全的数据外包机器学习数据分析方法
CN107195186A (zh) * 2017-06-07 2017-09-22 千寻位置网络有限公司 自动优化路口车辆通行速度的方法和系统
US12198014B2 (en) * 2017-07-07 2025-01-14 Sony Corporation Providing device, processing device, method for processing information, and program
WO2019061132A1 (zh) * 2017-09-28 2019-04-04 深圳清华大学研究院 混合文件系统架构、文件存储、动态迁移及其应用
WO2019097474A1 (en) * 2017-11-17 2019-05-23 Calgary Scientific Inc. Data analysis collaboration architecture and methods of use thereof
US12045693B2 (en) * 2017-11-22 2024-07-23 Amazon Technologies, Inc. Packaging and deploying algorithms for flexible machine learning
US11977958B2 (en) * 2017-11-22 2024-05-07 Amazon Technologies, Inc. Network-accessible machine learning model training and hosting system
US12277480B1 (en) * 2017-11-22 2025-04-15 Amazon Technologies, Inc. In-flight scaling of machine learning training jobs
CN113762504B (zh) 2017-11-29 2025-09-12 华为云计算技术有限公司 模型训练系统、方法和存储介质

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JP7222036B2 (ja) 2023-02-14
JP2022000757A (ja) 2022-01-04
CN109840591A (zh) 2019-06-04
EP3709226A1 (en) 2020-09-16
CN109840591B (zh) 2021-08-03
AU2018374912B2 (en) 2023-10-19
EP3709226A4 (en) 2021-01-06
CA3091405A1 (en) 2019-06-06
AU2018374912A1 (en) 2020-06-18
KR20200093007A (ko) 2020-08-04
WO2019105189A1 (zh) 2019-06-06
JP7144117B2 (ja) 2022-09-29
US20250088556A1 (en) 2025-03-13
US12184725B2 (en) 2024-12-31
CN113762504A (zh) 2021-12-07
JP2021504832A (ja) 2021-02-15
KR102514325B1 (ko) 2023-03-24
US20200285978A1 (en) 2020-09-10

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