Building Trust: Microsoft's Journey towards Responsible AI

Building Trust: Microsoft's Journey towards Responsible AI

Author: M.B. Chatfield

Publisher:

Published:

Total Pages: 143

ISBN-13:

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Artificial intelligence (AI) has the potential to revolutionize the way we live, work, and learn. However, it is also important to ensure that AI is developed and used in a responsible way. Microsoft is committed to building trust in AI by developing and deploying AI systems that are fair, equitable, and accountable. This book explores Microsoft's journey towards responsible AI. It looks at the company's AI ethics principles, and the steps it is taking to ensure that AI is developed and used in an ethical and responsible way. Microsoft's AI Ethics Principles Microsoft's AI ethics principles are a set of guiding principles that the company uses to develop and deploy AI systems. The principles are designed to ensure that AI is developed and used in a way that is fair, equitable, and accountable. Building Trust in AI Microsoft is committed to building trust in AI by developing and deploying AI systems that are fair, equitable, and accountable. The company's AI ethics principles and responsible AI commitments are an important step towards achieving this goal. A Must-Read for AI Professionals Whether you're an AI professional, a business leader, or a concerned citizen, this book is an essential guide to understanding how Microsoft is working to build trust in AI. Join Microsoft on its journey towards responsible AI, and help shape a future where AI is used for good.


Book Synopsis Building Trust: Microsoft's Journey towards Responsible AI by : M.B. Chatfield

Download or read book Building Trust: Microsoft's Journey towards Responsible AI written by M.B. Chatfield and published by . This book was released on with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) has the potential to revolutionize the way we live, work, and learn. However, it is also important to ensure that AI is developed and used in a responsible way. Microsoft is committed to building trust in AI by developing and deploying AI systems that are fair, equitable, and accountable. This book explores Microsoft's journey towards responsible AI. It looks at the company's AI ethics principles, and the steps it is taking to ensure that AI is developed and used in an ethical and responsible way. Microsoft's AI Ethics Principles Microsoft's AI ethics principles are a set of guiding principles that the company uses to develop and deploy AI systems. The principles are designed to ensure that AI is developed and used in a way that is fair, equitable, and accountable. Building Trust in AI Microsoft is committed to building trust in AI by developing and deploying AI systems that are fair, equitable, and accountable. The company's AI ethics principles and responsible AI commitments are an important step towards achieving this goal. A Must-Read for AI Professionals Whether you're an AI professional, a business leader, or a concerned citizen, this book is an essential guide to understanding how Microsoft is working to build trust in AI. Join Microsoft on its journey towards responsible AI, and help shape a future where AI is used for good.


AI: The Microsoft Way – Making Technology Accessible to All

AI: The Microsoft Way – Making Technology Accessible to All

Author: M.B. Chatfield

Publisher:

Published:

Total Pages: 191

ISBN-13:

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In the rapidly evolving world of artificial intelligence (AI), Microsoft stands as a beacon of innovation and accessibility. From its early forays into AI research to its groundbreaking advancements in natural language processing, machine learning, and deep learning, Microsoft has consistently demonstrated its commitment to making AI a transformative force for good. Unlocking the Power of AI for Everyone This book delves into Microsoft's groundbreaking approach to AI accessibility, highlighting its unwavering dedication to making this powerful technology available to everyone, regardless of background or expertise. Explore how Microsoft seamlessly integrates AI into its products and services, empowering individuals from researchers and developers to everyday users to harness the full potential of AI. Empowering Businesses and Communities Witness how Microsoft's AI-driven solutions are revolutionizing industries worldwide, from healthcare and education to finance and manufacturing. Discover how AI is empowering businesses to optimize operations, enhance customer experiences, and drive innovation. Bridging the Gap Between Technology and Humanity Delve into Microsoft's commitment to building a future where AI seamlessly integrates with human capabilities, fostering collaboration and augmenting human potential. Explore how Microsoft is fostering ethical AI practices, ensuring that AI is developed and used responsibly to benefit society as a whole. A Must-Read for AI Enthusiasts and Visionaries Whether you're a seasoned AI professional, a curious individual seeking to understand the transformative power of AI, or a visionary seeking to harness AI for positive change, this book is an essential guide to Microsoft's groundbreaking approach to AI accessibility. Join Microsoft on its transformative journey to unlock the power of AI for all and create a brighter, more inclusive future. AI: The Microsoft Way – Making Technology Accessible to All is a compelling narrative that exemplifies Microsoft's unwavering commitment to bridging the gap between technology and humanity, empowering individuals and organizations to harness the transformative power of AI to create a better tomorrow.


Book Synopsis AI: The Microsoft Way – Making Technology Accessible to All by : M.B. Chatfield

Download or read book AI: The Microsoft Way – Making Technology Accessible to All written by M.B. Chatfield and published by . This book was released on with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving world of artificial intelligence (AI), Microsoft stands as a beacon of innovation and accessibility. From its early forays into AI research to its groundbreaking advancements in natural language processing, machine learning, and deep learning, Microsoft has consistently demonstrated its commitment to making AI a transformative force for good. Unlocking the Power of AI for Everyone This book delves into Microsoft's groundbreaking approach to AI accessibility, highlighting its unwavering dedication to making this powerful technology available to everyone, regardless of background or expertise. Explore how Microsoft seamlessly integrates AI into its products and services, empowering individuals from researchers and developers to everyday users to harness the full potential of AI. Empowering Businesses and Communities Witness how Microsoft's AI-driven solutions are revolutionizing industries worldwide, from healthcare and education to finance and manufacturing. Discover how AI is empowering businesses to optimize operations, enhance customer experiences, and drive innovation. Bridging the Gap Between Technology and Humanity Delve into Microsoft's commitment to building a future where AI seamlessly integrates with human capabilities, fostering collaboration and augmenting human potential. Explore how Microsoft is fostering ethical AI practices, ensuring that AI is developed and used responsibly to benefit society as a whole. A Must-Read for AI Enthusiasts and Visionaries Whether you're a seasoned AI professional, a curious individual seeking to understand the transformative power of AI, or a visionary seeking to harness AI for positive change, this book is an essential guide to Microsoft's groundbreaking approach to AI accessibility. Join Microsoft on its transformative journey to unlock the power of AI for all and create a brighter, more inclusive future. AI: The Microsoft Way – Making Technology Accessible to All is a compelling narrative that exemplifies Microsoft's unwavering commitment to bridging the gap between technology and humanity, empowering individuals and organizations to harness the transformative power of AI to create a better tomorrow.


The Future Computed

The Future Computed

Author:

Publisher:

Published: 2018

Total Pages:

ISBN-13:

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Book Synopsis The Future Computed by :

Download or read book The Future Computed written by and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:


AI and Beyond: Microsoft's Vision for a Transformed World

AI and Beyond: Microsoft's Vision for a Transformed World

Author: M.B. Chatfield

Publisher:

Published:

Total Pages: 201

ISBN-13:

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Artificial intelligence (AI) is one of the most transformative technologies of our time. It has the potential to revolutionize the way we live, work, and learn. Microsoft is a leader in AI, and its work is already having a significant impact on the world. This book explores Microsoft's vision for how AI can transform the world. It looks at how AI can be used to solve some of the biggest challenges we face as a society, and how it can create a more just, sustainable, and inclusive world. The Future of Work AI has the potential to revolutionize the way we work. It can automate tasks, improve efficiency, and create new opportunities. Microsoft is working to ensure that AI is used to create good jobs and opportunities for everyone. The Future of Healthcare AI has the potential to revolutionize healthcare. It can be used to diagnose diseases earlier, develop new treatments, and deliver personalized care. Microsoft is working to make AI-powered healthcare more accessible and affordable for everyone. The Future of Education AI has the potential to revolutionize education. It can be used to personalize learning, provide real-time feedback, and make education more accessible to everyone. Microsoft is working to make AI-powered education more engaging and effective for everyone. The Future of Society AI has the potential to address some of the biggest challenges we face as a society, such as climate change, poverty, and inequality. Microsoft is working to use AI to create a more just, sustainable, and inclusive world. A Journey of Transformation Embark on a captivating journey through Microsoft's vision for how AI can transform the world. Discover how Microsoft is working to ensure that AI is used for good, and how it can create a better future for everyone. A Must-Read for Visionaries and Changemakers Whether you're a seasoned business leader, an educator seeking to enhance learning, or an individual passionate about social impact, this book is an essential guide to understanding how AI can be used to create a better world.


Book Synopsis AI and Beyond: Microsoft's Vision for a Transformed World by : M.B. Chatfield

Download or read book AI and Beyond: Microsoft's Vision for a Transformed World written by M.B. Chatfield and published by . This book was released on with total page 201 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is one of the most transformative technologies of our time. It has the potential to revolutionize the way we live, work, and learn. Microsoft is a leader in AI, and its work is already having a significant impact on the world. This book explores Microsoft's vision for how AI can transform the world. It looks at how AI can be used to solve some of the biggest challenges we face as a society, and how it can create a more just, sustainable, and inclusive world. The Future of Work AI has the potential to revolutionize the way we work. It can automate tasks, improve efficiency, and create new opportunities. Microsoft is working to ensure that AI is used to create good jobs and opportunities for everyone. The Future of Healthcare AI has the potential to revolutionize healthcare. It can be used to diagnose diseases earlier, develop new treatments, and deliver personalized care. Microsoft is working to make AI-powered healthcare more accessible and affordable for everyone. The Future of Education AI has the potential to revolutionize education. It can be used to personalize learning, provide real-time feedback, and make education more accessible to everyone. Microsoft is working to make AI-powered education more engaging and effective for everyone. The Future of Society AI has the potential to address some of the biggest challenges we face as a society, such as climate change, poverty, and inequality. Microsoft is working to use AI to create a more just, sustainable, and inclusive world. A Journey of Transformation Embark on a captivating journey through Microsoft's vision for how AI can transform the world. Discover how Microsoft is working to ensure that AI is used for good, and how it can create a better future for everyone. A Must-Read for Visionaries and Changemakers Whether you're a seasoned business leader, an educator seeking to enhance learning, or an individual passionate about social impact, this book is an essential guide to understanding how AI can be used to create a better world.


The AI Organization

The AI Organization

Author: David Carmona

Publisher: O'Reilly Media

Published: 2019-11-12

Total Pages: 260

ISBN-13: 1492057347

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Much in the same way that software transformed business in the past two decades, AI is set to redefine organizations and entire industries. Just as every company is a software company today, every company will soon be an AI company. This practical guide explains how business and technical leaders can embrace this new breed of organization. Based on real customer experience, Microsoft’s David Carmona covers the journey necessary to become an AI Organization—from applying AI in your business today to the deep transformation that can empower your organization to redefine the industry. You'll learn the core concepts of AI as they are applied to real business, explore and prioritize the most appropriate use cases for AI in your company, and drive the organizational and cultural change needed to transform your business with AI.


Book Synopsis The AI Organization by : David Carmona

Download or read book The AI Organization written by David Carmona and published by O'Reilly Media. This book was released on 2019-11-12 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Much in the same way that software transformed business in the past two decades, AI is set to redefine organizations and entire industries. Just as every company is a software company today, every company will soon be an AI company. This practical guide explains how business and technical leaders can embrace this new breed of organization. Based on real customer experience, Microsoft’s David Carmona covers the journey necessary to become an AI Organization—from applying AI in your business today to the deep transformation that can empower your organization to redefine the industry. You'll learn the core concepts of AI as they are applied to real business, explore and prioritize the most appropriate use cases for AI in your company, and drive the organizational and cultural change needed to transform your business with AI.


The AI Organization

The AI Organization

Author: David Carmona

Publisher: "O'Reilly Media, Inc."

Published: 2019-11-12

Total Pages: 260

ISBN-13: 1492057320

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Much in the same way that software transformed business in the past two decades, AI is set to redefine organizations and entire industries. Just as every company is a software company today, every company will soon be an AI company. This practical guide explains how business and technical leaders can embrace this new breed of organization. Based on real customer experience, Microsoft’s David Carmona covers the journey necessary to become an AI Organization—from applying AI in your business today to the deep transformation that can empower your organization to redefine the industry. You'll learn the core concepts of AI as they are applied to real business, explore and prioritize the most appropriate use cases for AI in your company, and drive the organizational and cultural change needed to transform your business with AI.


Book Synopsis The AI Organization by : David Carmona

Download or read book The AI Organization written by David Carmona and published by "O'Reilly Media, Inc.". This book was released on 2019-11-12 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: Much in the same way that software transformed business in the past two decades, AI is set to redefine organizations and entire industries. Just as every company is a software company today, every company will soon be an AI company. This practical guide explains how business and technical leaders can embrace this new breed of organization. Based on real customer experience, Microsoft’s David Carmona covers the journey necessary to become an AI Organization—from applying AI in your business today to the deep transformation that can empower your organization to redefine the industry. You'll learn the core concepts of AI as they are applied to real business, explore and prioritize the most appropriate use cases for AI in your company, and drive the organizational and cultural change needed to transform your business with AI.


The Future Computed: AI and Manufacturing

The Future Computed: AI and Manufacturing

Author: Greg Shaw

Publisher:

Published: 2019-07-05

Total Pages: 140

ISBN-13: 9781074042066

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The sector that led the first and second industrial revolutions is again at the forefront of adopting new technologies to raise productivity, reinvent business processes and create safer work environments. The Future Computed: AI and Manufacturing shares insights from leading companies, policy makers, and labor representatives on how AI is reshaping the marketplace, the workplace and the workforce. The second in Microsoft's Future Computed series, this new book sets out options for governments and industry to enable a competitive manufacturing sector, deliver AI in an ethical way and build a sustainable talent supply chain. The book looks at the digital and cultural transformation that AI is ushering in for manufacturers while offering some policy considerations to foster responsible innovation, improve worker safety, enhance job creation and drive national competitiveness.


Book Synopsis The Future Computed: AI and Manufacturing by : Greg Shaw

Download or read book The Future Computed: AI and Manufacturing written by Greg Shaw and published by . This book was released on 2019-07-05 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: The sector that led the first and second industrial revolutions is again at the forefront of adopting new technologies to raise productivity, reinvent business processes and create safer work environments. The Future Computed: AI and Manufacturing shares insights from leading companies, policy makers, and labor representatives on how AI is reshaping the marketplace, the workplace and the workforce. The second in Microsoft's Future Computed series, this new book sets out options for governments and industry to enable a competitive manufacturing sector, deliver AI in an ethical way and build a sustainable talent supply chain. The book looks at the digital and cultural transformation that AI is ushering in for manufacturers while offering some policy considerations to foster responsible innovation, improve worker safety, enhance job creation and drive national competitiveness.


From Science Fiction to Reality: Microsoft AI's Impact on Society

From Science Fiction to Reality: Microsoft AI's Impact on Society

Author: M.B. Chatfield

Publisher:

Published:

Total Pages: 165

ISBN-13:

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In the realm of artificial intelligence (AI), Microsoft has boldly traversed the path from science fiction to reality, transforming groundbreaking innovations into tangible solutions that reshape our world. This captivating book delves into the transformative impact of Microsoft AI on society, showcasing how this revolutionary technology is enhancing healthcare, education, business, and environmental sustainability. Revolutionizing Healthcare Microsoft AI is transforming healthcare, empowering doctors to make more informed diagnoses, assisting patients with personalized treatment plans, and improving patient outcomes. Explore how Microsoft's AI-powered tools are enabling early detection of diseases, enhancing drug discovery, and facilitating remote patient monitoring. Reimagining Education Microsoft AI is revolutionizing education, providing personalized learning experiences, empowering educators to tailor instruction to individual needs, and bridging the digital divide. Discover how Microsoft's AI tools are enhancing language learning, improving accessibility for students with disabilities, and enabling immersive learning experiences. Harnessing AI for Business Microsoft AI is fundamentally reshaping businesses, optimizing operations, enhancing customer experiences, and driving innovation. Uncover how Microsoft's AI-powered solutions are automating tasks, analyzing data for insights, and enabling businesses to adapt to changing market conditions. Empowering Environmental Stewardship Microsoft AI is playing a pivotal role in environmental sustainability, addressing climate change, managing natural resources, and promoting sustainable practices. Discover how Microsoft's AI tools are optimizing energy consumption, predicting environmental hazards, and enabling sustainable agricultural practices. A Journey of Real-World Impact Embark on a compelling journey through Microsoft AI's impact on society, showcasing real-world examples of how AI is transforming our lives. Explore how Microsoft AI is empowering individuals, businesses, and communities to tackle challenges and create a more sustainable and equitable future. A Must-Read for Visionaries and Changemakers Whether you're a seasoned business leader, an educator seeking to enhance learning, or an individual passionate about social impact, this book is an essential guide to understanding the real-world impact of Microsoft AI. Join Microsoft on its journey to harness the power of AI for positive change, shaping a brighter, more sustainable future for all.


Book Synopsis From Science Fiction to Reality: Microsoft AI's Impact on Society by : M.B. Chatfield

Download or read book From Science Fiction to Reality: Microsoft AI's Impact on Society written by M.B. Chatfield and published by . This book was released on with total page 165 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the realm of artificial intelligence (AI), Microsoft has boldly traversed the path from science fiction to reality, transforming groundbreaking innovations into tangible solutions that reshape our world. This captivating book delves into the transformative impact of Microsoft AI on society, showcasing how this revolutionary technology is enhancing healthcare, education, business, and environmental sustainability. Revolutionizing Healthcare Microsoft AI is transforming healthcare, empowering doctors to make more informed diagnoses, assisting patients with personalized treatment plans, and improving patient outcomes. Explore how Microsoft's AI-powered tools are enabling early detection of diseases, enhancing drug discovery, and facilitating remote patient monitoring. Reimagining Education Microsoft AI is revolutionizing education, providing personalized learning experiences, empowering educators to tailor instruction to individual needs, and bridging the digital divide. Discover how Microsoft's AI tools are enhancing language learning, improving accessibility for students with disabilities, and enabling immersive learning experiences. Harnessing AI for Business Microsoft AI is fundamentally reshaping businesses, optimizing operations, enhancing customer experiences, and driving innovation. Uncover how Microsoft's AI-powered solutions are automating tasks, analyzing data for insights, and enabling businesses to adapt to changing market conditions. Empowering Environmental Stewardship Microsoft AI is playing a pivotal role in environmental sustainability, addressing climate change, managing natural resources, and promoting sustainable practices. Discover how Microsoft's AI tools are optimizing energy consumption, predicting environmental hazards, and enabling sustainable agricultural practices. A Journey of Real-World Impact Embark on a compelling journey through Microsoft AI's impact on society, showcasing real-world examples of how AI is transforming our lives. Explore how Microsoft AI is empowering individuals, businesses, and communities to tackle challenges and create a more sustainable and equitable future. A Must-Read for Visionaries and Changemakers Whether you're a seasoned business leader, an educator seeking to enhance learning, or an individual passionate about social impact, this book is an essential guide to understanding the real-world impact of Microsoft AI. Join Microsoft on its journey to harness the power of AI for positive change, shaping a brighter, more sustainable future for all.


Hit Refresh

Hit Refresh

Author: Satya Nadella

Publisher: HarperCollins

Published: 2017-09-26

Total Pages: 153

ISBN-13: 0062652516

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“At the core, Hit Refresh, is about us humans and the unique quality we call empathy, which will become ever more valuable in a world where the torrent of technology will disrupt the status quo like never before.” – Satya Nadella from Hit Refresh “Satya has charted a course for making the most of the opportunities created by technology while also facing up to the hard questions.” – Bill Gates from the Foreword of Hit Refresh The New York Times bestseller Hit Refresh is about individual change, about the transformation happening inside of Microsoft and the technology that will soon impact all of our lives—the arrival of the most exciting and disruptive wave of technology humankind has experienced: artificial intelligence, mixed reality, and quantum computing. It’s about how people, organizations, and societies can and must transform and “hit refresh” in their persistent quest for new energy, new ideas, and continued relevance and renewal. Microsoft’s CEO tells the inside story of the company’s continuing transformation, tracing his own personal journey from a childhood in India to leading some of the most significant technological changes in the digital era. Satya Nadella explores a fascinating childhood before immigrating to the U.S. and how he learned to lead along the way. He then shares his meditations as a sitting CEO—one who is mostly unknown following the brainy Bill Gates and energetic Steve Ballmer. He tells the inside story of how a company rediscovered its soul—transforming everything from culture to their fiercely competitive landscape and industry partnerships. As much a humanist as engineer and executive, Nadella concludes with his vision for the coming wave of technology and by exploring the potential impact to society and delivering call to action for world leaders. “Ideas excite me,” Nadella explains. “Empathy grounds and centers me.” Hit Refresh is a set of reflections, meditations, and recommendations presented as algorithms from a principled, deliberative leader searching for improvement—for himself, for a storied company, and for society.


Book Synopsis Hit Refresh by : Satya Nadella

Download or read book Hit Refresh written by Satya Nadella and published by HarperCollins. This book was released on 2017-09-26 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: “At the core, Hit Refresh, is about us humans and the unique quality we call empathy, which will become ever more valuable in a world where the torrent of technology will disrupt the status quo like never before.” – Satya Nadella from Hit Refresh “Satya has charted a course for making the most of the opportunities created by technology while also facing up to the hard questions.” – Bill Gates from the Foreword of Hit Refresh The New York Times bestseller Hit Refresh is about individual change, about the transformation happening inside of Microsoft and the technology that will soon impact all of our lives—the arrival of the most exciting and disruptive wave of technology humankind has experienced: artificial intelligence, mixed reality, and quantum computing. It’s about how people, organizations, and societies can and must transform and “hit refresh” in their persistent quest for new energy, new ideas, and continued relevance and renewal. Microsoft’s CEO tells the inside story of the company’s continuing transformation, tracing his own personal journey from a childhood in India to leading some of the most significant technological changes in the digital era. Satya Nadella explores a fascinating childhood before immigrating to the U.S. and how he learned to lead along the way. He then shares his meditations as a sitting CEO—one who is mostly unknown following the brainy Bill Gates and energetic Steve Ballmer. He tells the inside story of how a company rediscovered its soul—transforming everything from culture to their fiercely competitive landscape and industry partnerships. As much a humanist as engineer and executive, Nadella concludes with his vision for the coming wave of technology and by exploring the potential impact to society and delivering call to action for world leaders. “Ideas excite me,” Nadella explains. “Empathy grounds and centers me.” Hit Refresh is a set of reflections, meditations, and recommendations presented as algorithms from a principled, deliberative leader searching for improvement—for himself, for a storied company, and for society.


The Atlas of AI

The Atlas of AI

Author: Kate Crawford

Publisher: Yale University Press

Published: 2021-04-06

Total Pages: 336

ISBN-13: 0300209576

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The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.


Book Synopsis The Atlas of AI by : Kate Crawford

Download or read book The Atlas of AI written by Kate Crawford and published by Yale University Press. This book was released on 2021-04-06 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.