ARTIFICIAL INTELLIGENCE FOUNDATIONS
- [Place of publication not identified] BCS, THE CHARTERED INSTIT, (c)2020.
- 1 online resource
Includes bibliographies and index.
Cover -- Copyright Page -- CONTENTS -- FIGURES AND TABLE -- AUTHORS -- ACKNOWLEDGEMENTS -- ABBREVIATIONS -- GLOSSARY -- USEFUL WEBSITES -- PREFACE -- 1 INTRODUCTION: ETHICAL AND SUSTAINABLE HUMAN AND ARTIFICIAL INTELLIGENCE -- 1.1 THE GENERAL DEFINITION OF HUMAN INTELLIGENCE -- 1.2 DEFINITION OF ARTIFICIAL INTELLIGENCE -- 1.3 A BRIEF HISTORY OF ARTIFICIAL INTELLIGENCE -- 1.4 SUSTAINABLE AI -- 1.5 MACHINE LEARNING -- A SIGNIFICANT CONTRIBUTION TO THE GROWTH OF ARTIFICIAL INTELLIGENCE -- 1.6 SUMMARY -- 2 ARTIFICIAL INTELLIGENCE AND ROBOTICS -- 2.1 UNDERSTANDING THE AI INTELLIGENT AGENT 2.2 WHAT IS A ROBOT? -- 2.3 WHAT IS AN INTELLIGENT ROBOT? -- 2.4 SUMMARY -- 3 APPLYING THE BENEFITS OF AI AND IDENTIFYING CHALLENGES AND RISKS -- 3.1 SUSTAINABILITY -- HOW OUR VALUES WILL CHANGE HUMANS, SOCIETY AND ORGANISATIONS -- 3.2 THE BENEFITS OF ARTIFICIAL INTELLIGENCE -- 3.3 THE CHALLENGES OF ARTIFICIAL INTELLIGENCE -- 3.4 UNDERSTANDING OF THE RISKS AI BRINGS TO PROJECTS -- 3.5 OPPORTUNITIES FOR AI -- 3.6 FUNDING AI PROJECTS -- THE NASA TECHNOLOGY READINESS LEVELS -- 3.7 SUMMARY -- 4 STARTING AI: HOW TO BUILD A MACHINE LEARNING TOOLBOX -- 4.1 HOW WE LEARN FROM DATA -- 4.2 NEURAL NETWORKS 4.3 AGENTS' FUNCTIONALITY -- 4.4 USING THE CLOUD -- CHEAP HIGH-PERFORMANCE COMPUTING FOR AI -- 4.5 SUMMARY -- 5 ALGORITHMS -- 5.1 WHAT IS AN ALGORITHM? -- 5.2 WHAT IS SPECIAL ABOUT AI/ML ALGORITHMS? -- 5.3 WHAT ARE SELF-LEARNING ALGORITHMS? -- 5.4 WHAT ARE THE ALGORITHMS USED IN MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE? -- 5.5 WHAT IS A DEEP LEARNING ALGORITHM? -- 5.6 THE ETHICAL USE OF ALGORITHMS -- 5.7 SUMMARY -- 6 THE MANAGEMENT, ROLES AND RESPONSIBILITIES OF HUMANS AND MACHINES -- 6.1 ARTIFICIAL INTELLIGENCE WILL DRIVE HUMANS AND MACHINES TO WORK TOGETHER 6.2 FUTURE DIRECTIONS OF HUMANS AND MACHINES WORKING TOGETHER -- 6.3 'LEARNING FROM EXPERIENCE' AGILE APPROACH TO PROJECTS -- 6.4 SUMMARY -- 7 AI IN USE IN INDUSTRY: REIMAGINING EVERYTHING IN THE FOURTH INDUSTRIAL REVOLUTION -- 7.1 AI ALREADY IN USE -- 7.2 SUMMARY -- 8 AI CASE STUDIES -- 8.1 PREDICTING THE PERFORMANCE OF A WAREHOUSE -- 8.2 THE WEATHER -- CONCENTRATION ON DATA PREPARATION -- 8.3 A CAMBRIDGE SPIN-OUT START-UP -- 8.4 SUMMARY -- REFERENCES -- FURTHER READING -- MACHINE LEARNING -- ADVANCED THEORETICAL TEXT -- INDEX -- Back Cover
In alignment with BCS AI Foundation and Essentials certificates, this introductory guide provides the understanding you need to start building artificial intelligence (AI) capability into your organisation.