EP4649646A4 - Verfahren und vorrichtung zur ki/ml-modellüberwachung - Google Patents

Verfahren und vorrichtung zur ki/ml-modellüberwachung

Info

Publication number
EP4649646A4
EP4649646A4 EP24757209.2A EP24757209A EP4649646A4 EP 4649646 A4 EP4649646 A4 EP 4649646A4 EP 24757209 A EP24757209 A EP 24757209A EP 4649646 A4 EP4649646 A4 EP 4649646A4
Authority
EP
European Patent Office
Prior art keywords
methods
model monitoring
monitoring
model
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
EP24757209.2A
Other languages
English (en)
French (fr)
Other versions
EP4649646A1 (de
Inventor
Chadi Khirallah
Joan Pujol Roig
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.)
Samsung Electronics Co Ltd
Original Assignee
Samsung Electronics Co Ltd
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
Application filed by Samsung Electronics Co Ltd filed Critical Samsung Electronics Co Ltd
Publication of EP4649646A1 publication Critical patent/EP4649646A1/de
Publication of EP4649646A4 publication Critical patent/EP4649646A4/de
Pending legal-status Critical Current

Links

Classifications

    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/14—Network analysis or design
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F11/00—Error detection; Error correction; Monitoring
    • G06F11/30—Monitoring
    • G06F11/34—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment
    • G06F11/3409—Recording or statistical evaluation of computer activity, e.g. of down time, of input/output operation ; Recording or statistical evaluation of user activity, e.g. usability assessment for performance assessment
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/08—Configuration management of networks or network elements
    • H04L41/0803—Configuration setting
    • H04L41/0813—Configuration setting characterised by the conditions triggering a change of settings
    • H04L41/082—Configuration setting characterised by the conditions triggering a change of settings the condition being updates or upgrades of network functionality
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/08—Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Physics & Mathematics (AREA)
  • Medical Informatics (AREA)
  • Signal Processing (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computer Hardware Design (AREA)
  • Quality & Reliability (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Debugging And Monitoring (AREA)
EP24757209.2A 2023-02-17 2024-02-14 Verfahren und vorrichtung zur ki/ml-modellüberwachung Pending EP4649646A4 (de)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
GBGB2302321.1A GB202302321D0 (en) 2023-02-17 2023-02-17 Methods and apparatus for Ai/Ml model monitoring
GB2400125.7A GB2632033B (en) 2023-02-17 2024-01-04 Methods and Apparatus for AI/ML Model Monitoring
PCT/KR2024/002092 WO2024172487A1 (en) 2023-02-17 2024-02-14 Methods and apparatus for ai/ml model monitoring

Publications (2)

Publication Number Publication Date
EP4649646A1 EP4649646A1 (de) 2025-11-19
EP4649646A4 true EP4649646A4 (de) 2026-05-06

Family

ID=85772495

Family Applications (1)

Application Number Title Priority Date Filing Date
EP24757209.2A Pending EP4649646A4 (de) 2023-02-17 2024-02-14 Verfahren und vorrichtung zur ki/ml-modellüberwachung

Country Status (4)

Country Link
EP (1) EP4649646A4 (de)
CN (1) CN120642306A (de)
GB (2) GB202302321D0 (de)
WO (1) WO2024172487A1 (de)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN121713457A (zh) * 2024-07-18 2026-03-20 北京小米移动软件有限公司 模型性能监测方法、设备和存储介质

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3161635B1 (de) * 2014-06-30 2023-11-01 Amazon Technologies, Inc. Maschinenlerndienst
US11204847B2 (en) * 2018-12-21 2021-12-21 Microsoft Technology Licensing, Llc Machine learning model monitoring
US11605012B2 (en) * 2020-02-28 2023-03-14 Intuit Inc. Framework for processing machine learning model metrics
US20210304074A1 (en) * 2020-03-30 2021-09-30 Oracle International Corporation Method and system for target based hyper-parameter tuning
JP2022150947A (ja) * 2021-03-26 2022-10-07 三菱重工業株式会社 学習モデルのハイパーパラメータ決定方法、ハイパーパラメータ決定装置、及び、生産スケジュール作成システム
WO2022240860A1 (en) * 2021-05-11 2022-11-17 DataRobot, Inc. Methods and systems for identification and visualization of bias and fairness for machine learning models
US11620162B2 (en) * 2021-05-24 2023-04-04 Capital One Services, Llc Resource allocation optimization for multi-dimensional machine learning environments
EP4365779B1 (de) * 2022-11-04 2025-08-06 Helsing GmbH Verfahren und vorrichtungen zur überwachung von leistungsdaten eines ki-modells

Also Published As

Publication number Publication date
GB2632033B (en) 2025-07-23
GB2632033A (en) 2025-01-22
EP4649646A1 (de) 2025-11-19
GB202302321D0 (en) 2023-04-05
CN120642306A (zh) 2025-09-12
GB202400125D0 (en) 2024-02-21
WO2024172487A1 (en) 2024-08-22

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