Suche senden
Hochladen
Quality Assurance of Machine Learning-based AI Systems
•
2 gefällt mir
•
710 views
Fuyuki Ishikawa
Folgen
At JaSST'21 Tokyo, Mar 16 2021
Weniger lesen
Mehr lesen
Software
Melden
Teilen
Melden
Teilen
1 von 51
Jetzt herunterladen
Downloaden Sie, um offline zu lesen
Empfohlen
Machine learning testing survey, landscapes and horizons, the Cliff Notes
Machine learning testing survey, landscapes and horizons, the Cliff Notes
Heemeng Foo
How AI is Transforming Project Management - PMI Silver Spring Chapter - Octob...
How AI is Transforming Project Management - PMI Silver Spring Chapter - Octob...
Hector Del Castillo, CPM, CPMM
PAKDD2023_Tutorial_T2 (Overview, Part 1, and Part 2)
PAKDD2023_Tutorial_T2 (Overview, Part 1, and Part 2)
JunSuzuki21
Emeli Dral (Evidently AI) – Analyze it: production monitoring for machine lea...
Emeli Dral (Evidently AI) – Analyze it: production monitoring for machine lea...
Codiax
LLMs_talk_March23.pdf
LLMs_talk_March23.pdf
ChaoYang81
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Explainable AI: Building trustworthy AI models?
Explainable AI: Building trustworthy AI models?
Raheel Ahmad
AI Use Cases OA
AI Use Cases OA
Object Automation
Empfohlen
Machine learning testing survey, landscapes and horizons, the Cliff Notes
Machine learning testing survey, landscapes and horizons, the Cliff Notes
Heemeng Foo
How AI is Transforming Project Management - PMI Silver Spring Chapter - Octob...
How AI is Transforming Project Management - PMI Silver Spring Chapter - Octob...
Hector Del Castillo, CPM, CPMM
PAKDD2023_Tutorial_T2 (Overview, Part 1, and Part 2)
PAKDD2023_Tutorial_T2 (Overview, Part 1, and Part 2)
JunSuzuki21
Emeli Dral (Evidently AI) – Analyze it: production monitoring for machine lea...
Emeli Dral (Evidently AI) – Analyze it: production monitoring for machine lea...
Codiax
LLMs_talk_March23.pdf
LLMs_talk_March23.pdf
ChaoYang81
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Explainable AI: Building trustworthy AI models?
Explainable AI: Building trustworthy AI models?
Raheel Ahmad
AI Use Cases OA
AI Use Cases OA
Object Automation
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Agile ME
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Explainable AI in Industry (AAAI 2020 Tutorial)
Explainable AI in Industry (AAAI 2020 Tutorial)
Krishnaram Kenthapadi
AI Solutions in Manufacturing
AI Solutions in Manufacturing
Sri Ambati
AI and ML 101
AI and ML 101
Rustem Zakiev
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
shashanksalunkhe12
Artificial Intelligence in Manufacturing
Artificial Intelligence in Manufacturing
Artificial Intelligence Institute at UofSC
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
byteLAKE
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
Collaborator
【個股產業分析】動力電池產業分析
【個股產業分析】動力電池產業分析
Collaborator
Leveraging Generative AI & Best practices
Leveraging Generative AI & Best practices
DianaGray10
Nasscom AI top 50 use cases
Nasscom AI top 50 use cases
ADDI AI 2050
Revolutionizing your Business with AI (AUC VLabs).pdf
Revolutionizing your Business with AI (AUC VLabs).pdf
Omar Maher
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
CANOPY ONE SOLUTIONS
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
Andre Muscat
intro chatGPT workshop.pdf
intro chatGPT workshop.pdf
peterpur
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
Collaborator
2023年投資展望會-電子產業.pdf
2023年投資展望會-電子產業.pdf
JTLai1
10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance
QuantUniversity
機械学習工学の進展と課題 2021
機械学習工学の進展と課題 2021
Fuyuki Ishikawa
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
Fuyuki Ishikawa
Weitere ähnliche Inhalte
Was ist angesagt?
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Agile ME
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Yunyao Li
Explainable AI in Industry (AAAI 2020 Tutorial)
Explainable AI in Industry (AAAI 2020 Tutorial)
Krishnaram Kenthapadi
AI Solutions in Manufacturing
AI Solutions in Manufacturing
Sri Ambati
AI and ML 101
AI and ML 101
Rustem Zakiev
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
shashanksalunkhe12
Artificial Intelligence in Manufacturing
Artificial Intelligence in Manufacturing
Artificial Intelligence Institute at UofSC
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
byteLAKE
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
Collaborator
【個股產業分析】動力電池產業分析
【個股產業分析】動力電池產業分析
Collaborator
Leveraging Generative AI & Best practices
Leveraging Generative AI & Best practices
DianaGray10
Nasscom AI top 50 use cases
Nasscom AI top 50 use cases
ADDI AI 2050
Revolutionizing your Business with AI (AUC VLabs).pdf
Revolutionizing your Business with AI (AUC VLabs).pdf
Omar Maher
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
CANOPY ONE SOLUTIONS
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
Andre Muscat
intro chatGPT workshop.pdf
intro chatGPT workshop.pdf
peterpur
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
Collaborator
2023年投資展望會-電子產業.pdf
2023年投資展望會-電子產業.pdf
JTLai1
10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance
QuantUniversity
Was ist angesagt?
(20)
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Artificial Intelligence in Project Management by Dr. Khaled A. Hamdy
Explainability for Natural Language Processing
Explainability for Natural Language Processing
Explainable AI in Industry (AAAI 2020 Tutorial)
Explainable AI in Industry (AAAI 2020 Tutorial)
AI Solutions in Manufacturing
AI Solutions in Manufacturing
AI and ML 101
AI and ML 101
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
Generative-AI-Exploring-beyond-the-horizons-possibilities-of-AI-WP.pdf
Artificial Intelligence in Manufacturing
Artificial Intelligence in Manufacturing
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
AI for Manufacturing (Machine Vision, Edge AI, Federated Learning)
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
【個股產業分析】動力電池產業分析
【個股產業分析】動力電池產業分析
Leveraging Generative AI & Best practices
Leveraging Generative AI & Best practices
Nasscom AI top 50 use cases
Nasscom AI top 50 use cases
Revolutionizing your Business with AI (AUC VLabs).pdf
Revolutionizing your Business with AI (AUC VLabs).pdf
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
The Role of Artificial Intelligence in Manufacturing : 15 High Impacted AI Us...
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
GENERATIVE AI, THE FUTURE OF PRODUCTIVITY
intro chatGPT workshop.pdf
intro chatGPT workshop.pdf
【個股產業分析】被動元件產業分析
【個股產業分析】被動元件產業分析
2023年投資展望會-電子產業.pdf
2023年投資展望會-電子產業.pdf
10 Key Considerations for AI/ML Model Governance
10 Key Considerations for AI/ML Model Governance
Mehr von Fuyuki Ishikawa
機械学習工学の進展と課題 2021
機械学習工学の進展と課題 2021
Fuyuki Ishikawa
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
Fuyuki Ishikawa
ロバスト機械学習へのソフトウェア工学からのアプローチ
ロバスト機械学習へのソフトウェア工学からのアプローチ
Fuyuki Ishikawa
機械学習工学への誘い:SES'20チュートリアル
機械学習工学への誘い:SES'20チュートリアル
Fuyuki Ishikawa
Introduction at MLSE Int'l Symposiuim 2019
Introduction at MLSE Int'l Symposiuim 2019
Fuyuki Ishikawa
高信頼自動運転システム実現にむけて: ソフトウェア工学・機械学習の視点からの技術俯瞰
高信頼自動運転システム実現にむけて: ソフトウェア工学・機械学習の視点からの技術俯瞰
Fuyuki Ishikawa
IoT/AI時代のテスティング・検証技術の最前線
IoT/AI時代のテスティング・検証技術の最前線
Fuyuki Ishikawa
(今ちゃんと振り返る) ゴール指向要求分析 入門
(今ちゃんと振り返る) ゴール指向要求分析 入門
Fuyuki Ishikawa
品質保証における発見的・経験的アプローチの活用:ソフトウェアテスティング分野からの知見
品質保証における発見的・経験的アプローチの活用:ソフトウェアテスティング分野からの知見
Fuyuki Ishikawa
スマートなシステム、スマートなディペンダビリティ保証-次世代システムを頼れるものへ
スマートなシステム、スマートなディペンダビリティ保証-次世代システムを頼れるものへ
Fuyuki Ishikawa
機械学習応用システムの品質保証に向けて
機械学習応用システムの品質保証に向けて
Fuyuki Ishikawa
自動(運転)車システムのためのAI的自動テスト生成
自動(運転)車システムのためのAI的自動テスト生成
Fuyuki Ishikawa
AIによるテスト・デバッグ技術 イントロ&チュートリアル
AIによるテスト・デバッグ技術 イントロ&チュートリアル
Fuyuki Ishikawa
Mehr von Fuyuki Ishikawa
(13)
機械学習工学の進展と課題 2021
機械学習工学の進展と課題 2021
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
機械学習システムの品質に関するソフトウェア工学の動向(と安全性)
ロバスト機械学習へのソフトウェア工学からのアプローチ
ロバスト機械学習へのソフトウェア工学からのアプローチ
機械学習工学への誘い:SES'20チュートリアル
機械学習工学への誘い:SES'20チュートリアル
Introduction at MLSE Int'l Symposiuim 2019
Introduction at MLSE Int'l Symposiuim 2019
高信頼自動運転システム実現にむけて: ソフトウェア工学・機械学習の視点からの技術俯瞰
高信頼自動運転システム実現にむけて: ソフトウェア工学・機械学習の視点からの技術俯瞰
IoT/AI時代のテスティング・検証技術の最前線
IoT/AI時代のテスティング・検証技術の最前線
(今ちゃんと振り返る) ゴール指向要求分析 入門
(今ちゃんと振り返る) ゴール指向要求分析 入門
品質保証における発見的・経験的アプローチの活用:ソフトウェアテスティング分野からの知見
品質保証における発見的・経験的アプローチの活用:ソフトウェアテスティング分野からの知見
スマートなシステム、スマートなディペンダビリティ保証-次世代システムを頼れるものへ
スマートなシステム、スマートなディペンダビリティ保証-次世代システムを頼れるものへ
機械学習応用システムの品質保証に向けて
機械学習応用システムの品質保証に向けて
自動(運転)車システムのためのAI的自動テスト生成
自動(運転)車システムのためのAI的自動テスト生成
AIによるテスト・デバッグ技術 イントロ&チュートリアル
AIによるテスト・デバッグ技術 イントロ&チュートリアル
Kürzlich hochgeladen
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
soniya singh
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
harshavardhanraghave
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...
OnePlan Solutions
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
MyIntelliSource, Inc.
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
OPEN KNOWLEDGE GmbH
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.com
Fatema Valibhai
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTV
shikhaohhpro
5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf
Wave PLM
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
stazi3110
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
BradBedford3
What is Binary Language? Computer Number Systems
What is Binary Language? Computer Number Systems
JheuzeDellosa
Exploring iOS App Development: Simplifying the Process
Exploring iOS App Development: Simplifying the Process
Evangelist Apps https://twitter.com/EvangelistSW/
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
ABDERRAOUF MEHENNI
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdf
joe51371421
Project Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanation
kaushalgiri8080
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
kalichargn70th171
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
anilsa9823
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Alberto González Trastoy
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
bodapatigopi8531
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Delhi Whatsup 9873940964 Enjoy Unlimited Pleasure
Kürzlich hochgeladen
(20)
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.com
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTV
5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
What is Binary Language? Computer Number Systems
What is Binary Language? Computer Number Systems
Exploring iOS App Development: Simplifying the Process
Exploring iOS App Development: Simplifying the Process
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
why an Opensea Clone Script might be your perfect match.pdf
why an Opensea Clone Script might be your perfect match.pdf
Project Based Learning (A.I).pptx detail explanation
Project Based Learning (A.I).pptx detail explanation
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Quality Assurance of Machine Learning-based AI Systems
1.
2.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
3.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
4.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
5.
◼ ◼ ◼
6.
◼
7.
◼ ◼ ◼ ◼
8.
◼ ◼ ◼ ◼ ◼ ◼ ◼
9.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
10.
◼ ◼ ◼ ◼ ◼
11.
◼ ◼ ◼ ◼ ◼
12.
13.
◼ ◼ ◼ ◼ ◼ ◼ ◼
14.
◼ ◼
15.
◼ ◼
16.
◼
17.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
18.
◼ ◼ ◼ ◼ ◼ ◼
19.
0 20 40
60 80 100 Architecture Design Training Data Operation Project Management Updates Debugging Testing & Quality Evaluation / Assurance Decision Making with Customers
20.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
21.
◼ ◼ ◼ ◼ ◼
22.
◼
23.
◼ ◼ ◼ ◼ ◼ ◼
24.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
25.
◼ ◼ ◼
26.
◼ ◼ ◼ 𝑇𝑃 𝑇𝑃 +
𝐹𝑃 = 15 45 = 0.3333
27.
◼ ◼ ◼ ◼ ◼ ◼ ◼
28.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
29.
◼ ◼ ◼ ◼
30.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
31.
• • • • • • • • • • •
32.
◼ • • • • • • • •
33.
◼
34.
◼ ◼
35.
◼
36.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
37.
◼ ◼ ◼ ◼
38.
39.
40.
◼ ◼ ◼ ◼ ◼ ◼ ◼
41.
◼ ◼
42.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
43.
◼ ◼ ◼ ◼ ◼ ◼ ◼
44.
◼ ◼ ◼ ◼ ◼ ◼ ◼
45.
◼ ◼
46.
◼ ◼ ◼ ◼
47.
◼ ◼ ◼ ◼ ◼ ◼
48.
◼ ◼ ◼ ◼ ◼ ◼
49.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
50.
◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼ ◼
51.
◼ ◼ ◼ ◼ ◼
Jetzt herunterladen