CN115280335A - 一种机器学习模型训练方法、电子设备及存储介质 - Google Patents

一种机器学习模型训练方法、电子设备及存储介质 Download PDF

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Publication number
CN115280335A
CN115280335A CN202080098536.5A CN202080098536A CN115280335A CN 115280335 A CN115280335 A CN 115280335A CN 202080098536 A CN202080098536 A CN 202080098536A CN 115280335 A CN115280335 A CN 115280335A
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quantization
strategy
quantization strategy
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田文强
张治�
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Guangdong Oppo Mobile Telecommunications Corp Ltd
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Guangdong Oppo Mobile Telecommunications Corp Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • G06N3/0455Auto-encoder networks; Encoder-decoder networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0495Quantised networks; Sparse networks; Compressed networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/098Distributed learning, e.g. federated learning
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00Arrangements for detecting or preventing errors in the information received
    • H04L1/0001Systems modifying transmission characteristics according to link quality, e.g. power backoff
    • H04L1/0023Systems modifying transmission characteristics according to link quality, e.g. power backoff characterised by the signalling
    • H04L1/0026Transmission of channel quality indication

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
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  • General Engineering & Computer Science (AREA)
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  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Quality & Reliability (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Mobile Radio Communication Systems (AREA)

Abstract

本申请公开了一种机器学习模型训练方法,包括:第一节点发送第一指示信息,所述第一指示信息用于第二节点确定第一量化策略,所述第一量化策略用于确定机器学习模型的参数和/或输出结果。本申请还公开了另一种机器学习模型训练方法、电子设备及存储介质。

Description

PCT国内申请,说明书已公开。

Claims (52)

  1. PCT国内申请,权利要求书已公开。
CN202080098536.5A 2020-03-24 2020-03-24 一种机器学习模型训练方法、电子设备及存储介质 Pending CN115280335A (zh)

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PCT/CN2020/080787 WO2021189225A1 (zh) 2020-03-24 2020-03-24 一种机器学习模型训练方法、电子设备及存储介质

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CN115280335A true CN115280335A (zh) 2022-11-01

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US (1) US20230012043A1 (zh)
EP (1) EP4131088A4 (zh)
CN (1) CN115280335A (zh)
WO (1) WO2021189225A1 (zh)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024099131A1 (zh) * 2022-11-11 2024-05-16 华为技术有限公司 一种机器学习的管控方法和装置

Families Citing this family (3)

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Publication number Priority date Publication date Assignee Title
CN116010072A (zh) * 2021-10-22 2023-04-25 华为技术有限公司 机器学习模型的训练方法和装置
CN116579438A (zh) * 2022-01-29 2023-08-11 华为技术有限公司 信息处理方法及装置
CN114584436B (zh) * 2022-05-06 2022-07-01 北京理工大学 一种单次握手的并发通信网络中的消息聚合系统及方法

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US11068780B2 (en) * 2017-04-01 2021-07-20 Intel Corporation Technologies for scaling deep learning training
US10833897B2 (en) * 2017-05-04 2020-11-10 At&T Intellectual Property I, L.P. Employing modulation layer mapping to improve performance of MIMO communication systems
WO2019009897A1 (en) * 2017-07-06 2019-01-10 Google Llc SYSTEMS AND METHODS FOR COMPRESSION AND DISTRIBUTION OF MACHINE LEARNING MODELS
US10721471B2 (en) * 2017-10-26 2020-07-21 Intel Corporation Deep learning based quantization parameter estimation for video encoding
JP7045947B2 (ja) * 2018-07-05 2022-04-01 株式会社日立製作所 ニューラルネットワークの学習装置および学習方法
US10902287B2 (en) * 2018-09-17 2021-01-26 At&T Intellectual Property I, L.P. Data harvesting for machine learning model training
CN110659678B (zh) * 2019-09-09 2023-11-17 腾讯科技(深圳)有限公司 一种用户行为分类方法、系统及存储介质

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2024099131A1 (zh) * 2022-11-11 2024-05-16 华为技术有限公司 一种机器学习的管控方法和装置

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US20230012043A1 (en) 2023-01-12
EP4131088A1 (en) 2023-02-08
EP4131088A4 (en) 2023-05-10
WO2021189225A1 (zh) 2021-09-30

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