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Beschreibung
"Addresses artificial intelligence (AI) from a system engineering approach"--
"Addresses artificial intelligence (AI) from a system engineering approach"--
Über den Autor
David R. Martinez is a laboratory fellow at the MIT Lincoln Laboratory and the lead instructor for MIT’s “AI Strategies and Roadmap: Systems Engineering Approach to AI Development and Deployment” and “AI and ML: Leading Business Growth” courses.
Bruke Mesfin Kifle is management consultant and former AI product manager at Microsoft Turing. He co-instructs MIT’s "AI Strategies and Roadmap " course.
Bruke Mesfin Kifle is management consultant and former AI product manager at Microsoft Turing. He co-instructs MIT’s "AI Strategies and Roadmap " course.
Inhaltsverzeichnis
Table of Contents
Preface 3
Acknowledgements 6
1 Overview 17
Part I AI System Architecture 49
2 Fundamentals of Systems Engineering 50
3 Data Conditioning 86
4 Machine Learning 127
5 Modern Computing 181
6 Human-Machine Teaming 258
7 Robust AI Systems 297
8 Responsible AI 343
Part II Strategic Principles 375
9 AI Strategy and Roadmap 376
10 AI Deployment Guidelines 427
11 MLOps: Transitioning from Development into Deployment 473
12 Fostering an Innovative Team Environment 518
13 Communicating Effectively 574
14 Use-Case Example #1: Misty Companion Robot as Alzheimer’s Application 605
15 Use-Case Example #2: Bose AI-Powered Cycling Coach and Warning System 614
16 Use-Case Example #3: Meal Evaluation & Attainment Logistics System (MEALS) 622
17 Use-Case Example #4: Managing Energy for Smart Homes (MESH) 632
18 Use-Case Example #5: AquaAI—An AI-Powered Modernized Marine Maintenance System 641
Appendices 649
Glossary 677
Index 680
Preface 3
Acknowledgements 6
1 Overview 17
Part I AI System Architecture 49
2 Fundamentals of Systems Engineering 50
3 Data Conditioning 86
4 Machine Learning 127
5 Modern Computing 181
6 Human-Machine Teaming 258
7 Robust AI Systems 297
8 Responsible AI 343
Part II Strategic Principles 375
9 AI Strategy and Roadmap 376
10 AI Deployment Guidelines 427
11 MLOps: Transitioning from Development into Deployment 473
12 Fostering an Innovative Team Environment 518
13 Communicating Effectively 574
14 Use-Case Example #1: Misty Companion Robot as Alzheimer’s Application 605
15 Use-Case Example #2: Bose AI-Powered Cycling Coach and Warning System 614
16 Use-Case Example #3: Meal Evaluation & Attainment Logistics System (MEALS) 622
17 Use-Case Example #4: Managing Energy for Smart Homes (MESH) 632
18 Use-Case Example #5: AquaAI—An AI-Powered Modernized Marine Maintenance System 641
Appendices 649
Glossary 677
Index 680
Details
Erscheinungsjahr: | 2024 |
---|---|
Fachbereich: | EDV |
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Thema: | Lexika |
Medium: | Buch |
Inhalt: | Einband - fest (Hardcover) |
ISBN-13: | 9780262048989 |
ISBN-10: | 0262048981 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: |
Kifle, Bruke
Martinez, David R. |
Hersteller: | MIT Press Ltd |
Maße: | 231 x 184 x 40 mm |
Von/Mit: | Bruke Kifle (u. a.) |
Erscheinungsdatum: | 11.06.2024 |
Gewicht: | 1,21 kg |
Über den Autor
David R. Martinez is a laboratory fellow at the MIT Lincoln Laboratory and the lead instructor for MIT’s “AI Strategies and Roadmap: Systems Engineering Approach to AI Development and Deployment” and “AI and ML: Leading Business Growth” courses.
Bruke Mesfin Kifle is management consultant and former AI product manager at Microsoft Turing. He co-instructs MIT’s "AI Strategies and Roadmap " course.
Bruke Mesfin Kifle is management consultant and former AI product manager at Microsoft Turing. He co-instructs MIT’s "AI Strategies and Roadmap " course.
Inhaltsverzeichnis
Table of Contents
Preface 3
Acknowledgements 6
1 Overview 17
Part I AI System Architecture 49
2 Fundamentals of Systems Engineering 50
3 Data Conditioning 86
4 Machine Learning 127
5 Modern Computing 181
6 Human-Machine Teaming 258
7 Robust AI Systems 297
8 Responsible AI 343
Part II Strategic Principles 375
9 AI Strategy and Roadmap 376
10 AI Deployment Guidelines 427
11 MLOps: Transitioning from Development into Deployment 473
12 Fostering an Innovative Team Environment 518
13 Communicating Effectively 574
14 Use-Case Example #1: Misty Companion Robot as Alzheimer’s Application 605
15 Use-Case Example #2: Bose AI-Powered Cycling Coach and Warning System 614
16 Use-Case Example #3: Meal Evaluation & Attainment Logistics System (MEALS) 622
17 Use-Case Example #4: Managing Energy for Smart Homes (MESH) 632
18 Use-Case Example #5: AquaAI—An AI-Powered Modernized Marine Maintenance System 641
Appendices 649
Glossary 677
Index 680
Preface 3
Acknowledgements 6
1 Overview 17
Part I AI System Architecture 49
2 Fundamentals of Systems Engineering 50
3 Data Conditioning 86
4 Machine Learning 127
5 Modern Computing 181
6 Human-Machine Teaming 258
7 Robust AI Systems 297
8 Responsible AI 343
Part II Strategic Principles 375
9 AI Strategy and Roadmap 376
10 AI Deployment Guidelines 427
11 MLOps: Transitioning from Development into Deployment 473
12 Fostering an Innovative Team Environment 518
13 Communicating Effectively 574
14 Use-Case Example #1: Misty Companion Robot as Alzheimer’s Application 605
15 Use-Case Example #2: Bose AI-Powered Cycling Coach and Warning System 614
16 Use-Case Example #3: Meal Evaluation & Attainment Logistics System (MEALS) 622
17 Use-Case Example #4: Managing Energy for Smart Homes (MESH) 632
18 Use-Case Example #5: AquaAI—An AI-Powered Modernized Marine Maintenance System 641
Appendices 649
Glossary 677
Index 680
Details
Erscheinungsjahr: | 2024 |
---|---|
Fachbereich: | EDV |
Genre: | Informatik |
Rubrik: | Naturwissenschaften & Technik |
Thema: | Lexika |
Medium: | Buch |
Inhalt: | Einband - fest (Hardcover) |
ISBN-13: | 9780262048989 |
ISBN-10: | 0262048981 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: |
Kifle, Bruke
Martinez, David R. |
Hersteller: | MIT Press Ltd |
Maße: | 231 x 184 x 40 mm |
Von/Mit: | Bruke Kifle (u. a.) |
Erscheinungsdatum: | 11.06.2024 |
Gewicht: | 1,21 kg |
Warnhinweis