CEO OF MY TIME FOR BEING A..I

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Author :
Publisher : Rajeev Nalawadi
ISBN 13 :
Total Pages : 388 pages
Book Rating : 4.9/5 (887 download)

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Book Synopsis CEO OF MY TIME FOR BEING A..I by : Rajeev Nalawadi

Download or read book CEO OF MY TIME FOR BEING A..I written by Rajeev Nalawadi and published by Rajeev Nalawadi. This book was released on 2023-07-06 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: Each one of us has a perception of reality that is shaped by a number of factors, such as our senses, our experiences, our beliefs, our emotions, and our perspectives. This book draws from personal experiences, culture, technology, genes, philosophy, and attempts to reveal a path that systematically unveils the tools to understanding ourselves better and as a result unlock the potential deep within us. If we believe that the world is a dangerous place, we may be more likely to interpret events in a negative way. Conversely, if we believe that the world is a friendly place, we may be more likely to interpret events in a positive way. By creating an awareness of how these perceptions of reality are influential and understanding how our minds work, we can become more objective in our thinking and make better informed decisions. Technology growth has fueled our communications by helping us stay in touch with friends and family anywhere in the world, collaborate with colleagues & clients located anywhere in the world, provided accessibility to almost unlimited information and knowledge at the click of a few buttons, improved quality of life for people with disabilities, wearables to monitor our health and fitness. Despite all these life enriching experiences, there is a deep sense of anxiety, fear, and tension that is tied to newer innovations like Artificial Intelligence (AI) and many other products. Embark on this unique transformational journey with author Rajeev Nalawadi to analyze from an engineer's perspective the concepts of I, Me, Mine, You in our lives. When we see ourselves as "I", we are seeing ourselves as separate from the world around us. When we see ourselves as "me", we are seeing ourselves as a collection of thoughts, feelings, and experiences. When we see ourselves as "mine", we are seeing ourselves as attached to things and people in the material world. When we see ourselves as "you", we are seeing ourselves as connected to all other beings in the universe. How can we transform ourselves to chart life’s journey to lead a more fulfilling life amidst the wave of breakneck speed innovations about to be introduced. Tapping into the field of all possibilities is within reach for all of us, it just needs to be explored the right way. Rather than being overwhelmed by the blast of technological innovations headed our way, we can use some techniques to manage our life’s transformations in a way that can instill peace, and calmness.

AI 2041

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Author :
Publisher : Crown Currency
ISBN 13 : 0593238311
Total Pages : 497 pages
Book Rating : 4.5/5 (932 download)

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Book Synopsis AI 2041 by : Kai-Fu Lee

Download or read book AI 2041 written by Kai-Fu Lee and published by Crown Currency. This book was released on 2024-03-05 with total page 497 pages. Available in PDF, EPUB and Kindle. Book excerpt: How will AI change our world within twenty years? A pioneering technologist and acclaimed writer team up for a “dazzling” (The New York Times) look at the future that “brims with intriguing insights” (Financial Times). This edition includes a new foreword by Kai-Fu Lee. A BEST BOOK OF THE YEAR: The Wall Street Journal, The Washington Post, Financial Times Long before the advent of ChatGPT, Kai-Fu Lee and Chen Qiufan understood the enormous potential of artificial intelligence to transform our daily lives. But even as the world wakes up to the power of AI, many of us still fail to grasp the big picture. Chatbots and large language models are only the beginning. In this “inspired collaboration” (The Wall Street Journal), Lee and Chen join forces to imagine our world in 2041 and how it will be shaped by AI. In ten gripping, globe-spanning short stories and accompanying commentary, their book introduces readers to an array of eye-opening settings and characters grappling with the new abundance and potential harms of AI technologies like deep learning, mixed reality, robotics, artificial general intelligence, and autonomous weapons.

Aum Golly: Poems on Humanity by an Artificial Intelligence

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Author :
Publisher : Kertojan Aani
ISBN 13 : 9789527397237
Total Pages : 74 pages
Book Rating : 4.3/5 (972 download)

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Book Synopsis Aum Golly: Poems on Humanity by an Artificial Intelligence by : Gpt- Ai

Download or read book Aum Golly: Poems on Humanity by an Artificial Intelligence written by Gpt- Ai and published by Kertojan Aani. This book was released on 2021-10-09 with total page 74 pages. Available in PDF, EPUB and Kindle. Book excerpt: What does AI know about love, happiness and making a difference? Aum Golly is a book of poems written in 24 hours. It was made possible by GPT-3 - an advanced autoregressive language model published in 2020 by OpenAI. "... a collection that surprises with humor and delicateness..." - Goodreads review "... I have to say reading it was a pleasure..." - Finnish radio host Ruben Stiller on Yle "... a beautiful dialogue between man and machine..." - a review of the Finnish audiobook The deep learning model can generate text that is virtually indistinguishable from text written by humans: poems, recipes, summaries, legal text and even pieces of code. GPT-3 is autofill on steroids. Good poetry makes us feel something and see the world differently. Despite the gut reaction some of us may have towards AI-enhanced creativity, Aum Golly is a book like any other. You will love some of the poems. You will hate others. Some will make you wonder, but all of them will make you think. Award-winning writer and TEDx speaker Jukka Aalho has guided the AI and chosen the poems for the collection.

CEO of My Time for Being A..i

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Author :
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.9/5 (887 download)

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Book Synopsis CEO of My Time for Being A..i by : Rajeev Nalawadi

Download or read book CEO of My Time for Being A..i written by Rajeev Nalawadi and published by . This book was released on 2024-07-05 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Each one of us has a perception of reality that is shaped by a number of factors, such as our senses, our experiences, our beliefs, our emotions, and our perspectives. This book draws from personal experiences, culture, technology, genes, philosophy, and attempts to reveal a path that systematically unveils the tools to understanding ourselves better and as a result unlock the potential deep within us. If we believe that the world is a dangerous place, we may be more likely to interpret events in a negative way. Conversely, if we believe that the world is a friendly place, we may be more likely to interpret events in a positive way. By creating an awareness of how these perceptions of reality are influential and understanding how our minds work, we can become more objective in our thinking and make better informed decisions. Technology growth has fueled our communications by helping us stay in touch with friends and family anywhere in the world, collaborate with colleagues & clients located anywhere in the world, provided accessibility to almost unlimited information and knowledge at the click of a few buttons, improved quality of life for people with disabilities, wearables to monitor our health and fitness. Despite all these life enriching experiences, there is a deep sense of anxiety, fear, and tension that is tied to newer innovations like Artificial Intelligence (AI) and many other products. Embark on this unique transformational journey with author Rajeev Nalawadi to analyze from an engineer's perspective the concepts of I, Me, Mine, You in our lives. When we see ourselves as "I", we are seeing ourselves as separate from the world around us. When we see ourselves as "me", we are seeing ourselves as a collection of thoughts, feelings, and experiences. When we see ourselves as "mine", we are seeing ourselves as attached to things and people in the material world. When we see ourselves as "you", we are seeing ourselves as connected to all other beings in the universe.How can we transform ourselves to chart life's journey to lead a more fulfilling life

Competing in the Age of AI

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Author :
Publisher : Harvard Business Press
ISBN 13 : 1633697630
Total Pages : 175 pages
Book Rating : 4.6/5 (336 download)

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Book Synopsis Competing in the Age of AI by : Marco Iansiti

Download or read book Competing in the Age of AI written by Marco Iansiti and published by Harvard Business Press. This book was released on 2020-01-07 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: "a provocative new book" — The New York Times AI-centric organizations exhibit a new operating architecture, redefining how they create, capture, share, and deliver value. Now with a new preface that explores how the coronavirus crisis compelled organizations such as Massachusetts General Hospital, Verizon, and IKEA to transform themselves with remarkable speed, Marco Iansiti and Karim R. Lakhani show how reinventing the firm around data, analytics, and AI removes traditional constraints on scale, scope, and learning that have restricted business growth for hundreds of years. From Airbnb to Ant Financial, Microsoft to Amazon, research shows how AI-driven processes are vastly more scalable than traditional processes, allow massive scope increase, enabling companies to straddle industry boundaries, and create powerful opportunities for learning—to drive ever more accurate, complex, and sophisticated predictions. When traditional operating constraints are removed, strategy becomes a whole new game, one whose rules and likely outcomes this book will make clear. Iansiti and Lakhani: Present a framework for rethinking business and operating models Explain how "collisions" between AI-driven/digital and traditional/analog firms are reshaping competition, altering the structure of our economy, and forcing traditional companies to rearchitect their operating models Explain the opportunities and risks created by digital firms Describe the new challenges and responsibilities for the leaders of both digital and traditional firms Packed with examples—including many from the most powerful and innovative global, AI-driven competitors—and based on research in hundreds of firms across many sectors, this is your essential guide for rethinking how your firm competes and operates in the era of AI.

The AI-Powered Enterprise

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Author :
Publisher : LifeTree Media
ISBN 13 : 1928055524
Total Pages : 203 pages
Book Rating : 4.9/5 (28 download)

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Book Synopsis The AI-Powered Enterprise by : Seth Earley

Download or read book The AI-Powered Enterprise written by Seth Earley and published by LifeTree Media. This book was released on 2020-04-28 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to develop and employ an ontology, the secret weapon for successfully using artificial intelligence to create a powerful competitive advantage in your business. The AI-Powered Enterprise examines two fundamental questions: First, how will the future be different as a result of artificial intelligence? And second, what must companies do to stake their claim on that future? When the Web came along in the mid-90s, it transformed the behavior of customers and remade whole industries. Now, as part of its promise to bring revolutionary change in untold ways to human activity, artificial intelligence—AI—is about to create another complete transformation in how companies create and deliver value to customers. But despite the billions spent so far on bots and other tools, AI continues to stumble. Why can't it magically use all the data organizations generate to make them run faster and better? Because something is missing. AI works only when it understands the soul of the business. An ontology is a holistic digital model of every piece of information that matters to the business, from processes to products to people, and it's what makes the difference between the promise of AI and delivering on that promise. Business leaders who want to catch the AI wave—rather than be crushed by it—need to read The AI-Powered Enterprise. The book is the first to combine a sophisticated explanation of how AI works with a practical approach to applying AI to the problems of business, from customer experience to business operations to product development.

The Age of A.I.

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Author :
Publisher : Little, Brown
ISBN 13 : 0316330213
Total Pages : 0 pages
Book Rating : 4.3/5 (163 download)

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Book Synopsis The Age of A.I. by : Henry A Kissinger

Download or read book The Age of A.I. written by Henry A Kissinger and published by Little, Brown. This book was released on 2021-09-14 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) is transforming human society fundamentally and profoundly. Not since the Enlightenment and the Age of Reason have we changed how we approach knowledge, politics, economics, even warfare. Three of our most accomplished and deep thinkers come together to explore what it means for us all. An A.I. that learned to play chess discovered moves that no human champion would have conceived of. Driverless cars edge forward at red lights, just like impatient humans, and so far, nobody can explain why it happens. Artificial intelligence is being put to use in sports, medicine, education, and even (frighteningly) how we wage war. In this book, three of our most accomplished and deep thinkers come together to explore how A.I. could affect our relationship with knowledge, impact our worldviews, and change society and politics as profoundly as the ideas of the Enlightenment.

The Internet of Women - Accelerating Culture Change

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Author :
Publisher : CRC Press
ISBN 13 : 100079203X
Total Pages : 208 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis The Internet of Women - Accelerating Culture Change by : Nada Anid

Download or read book The Internet of Women - Accelerating Culture Change written by Nada Anid and published by CRC Press. This book was released on 2022-09-01 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Female scientists, technologists, engineers, and mathematicians worldwide are making historic contributions to their fields. The modern workforce is closer to gender-equal than it has ever been, and many efforts are in place to support further progress. The Internet of Women provides an exciting look at personal narratives and case studies of female leaders and cultural shifts around the globe that illustrate this promising trend. From the United Nations' emphasis on girls and technology education in the SDGs (Sustainable Development Goals) to the increased female labor force in Zambia, a policy change that was inspired by the MDGs (UN Millennial Development Goals), The Internet of Women captures stunning examples of progress from around the world and men working hand in hand with women advocating for cultural change. Scholars and practitioners lament the lack of women leading and working in leading organizations in the technology industry. Gender equality and female participation in the tech field is critical to both developing and developed economies; nevertheless, this gap remains a global phenomenon. The lack of female leadership is particularly extreme at the highest echelons of leading technology organizations. Few publicly traded tech companies have female CEOs - in fact, most nations have zero female leadership in the tech industry. This gap does indicate a slow pace of progress for gender equality in tech employment. Women's pay still lags nearly a decade behind, according to the World Economic Forum, meaning that women's on average pay today is the equivalent to that of similarly qualified and similarly employed men in 2006. Without significant progress, the current rate of change will not lead to parity for 118 years, according to the World Economic Forum (WEF). However there's significant work being done to shift this tide. Take for instance Michelle Lee, the first female Under Secretary of Commerce for Intellectual Property and Director of the United States Patent and Trademark Office (USPTO), reflects on her childhood Girl Scout badge in sewing and cooking and how that memory inspired to create an IP badge that exposes young women to the process of invention. Social entrepreneur, investor, and Malala Fund co-founder Shiza Shahid shares her efforts beginning from mentoring young women in Pakistan to her current work directing more investment to women innovators around the globe. And Elizabeth Isele, a senior fellow in Social Innovation at Babson College, shares her research on women and ageism saying we need to retire the word retirement. The book is divided into six parts, each with unique areas of focus:• Millennials Leading: Exploring Challenges and Opportunities Facing the Next Generation of Women in Technology• Men and Women Empowering One Another• Bold Leadership: Women Changing the Culture of Investment and Entrepreneurship• Educating for the 21st Century• Breaking the Glass Ceiling: A Generation of Women Forging into Technology Leadership• Emerging Fields of TechnologyThe Internet of Women gathers examples about the increasingly inclusive and progressive gender culture in technology from over 30 countries. Stories range from an entrepreneur in Dubai partnering with private and public sector entities to accelerate blockchain technology to a young British woman moving to Silicon Valley to launch an artificial intelligence platform and incubator. The book is intended for corporations, academic institutions, the private sector, government agencies, gender experts, and the general public, and its key benefit is to let the reader understand a path towards implementing diversity overall globally. It also showcases the strategies, tools, and tactical execution on how create cultural change in all parts of the world.

The Age of Intent

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Author :
Publisher :
ISBN 13 : 9781643072401
Total Pages : 256 pages
Book Rating : 4.0/5 (724 download)

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Book Synopsis The Age of Intent by : Josh Bernoff

Download or read book The Age of Intent written by Josh Bernoff and published by . This book was released on 2019-05-28 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Life 3.0

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Publisher : Vintage
ISBN 13 : 1101946601
Total Pages : 385 pages
Book Rating : 4.1/5 (19 download)

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Book Synopsis Life 3.0 by : Max Tegmark

Download or read book Life 3.0 written by Max Tegmark and published by Vintage. This book was released on 2017-08-29 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: New York Times Best Seller How will Artificial Intelligence affect crime, war, justice, jobs, society and our very sense of being human? The rise of AI has the potential to transform our future more than any other technology—and there’s nobody better qualified or situated to explore that future than Max Tegmark, an MIT professor who’s helped mainstream research on how to keep AI beneficial. How can we grow our prosperity through automation without leaving people lacking income or purpose? What career advice should we give today’s kids? How can we make future AI systems more robust, so that they do what we want without crashing, malfunctioning or getting hacked? Should we fear an arms race in lethal autonomous weapons? Will machines eventually outsmart us at all tasks, replacing humans on the job market and perhaps altogether? Will AI help life flourish like never before or give us more power than we can handle? What sort of future do you want? This book empowers you to join what may be the most important conversation of our time. It doesn’t shy away from the full range of viewpoints or from the most controversial issues—from superintelligence to meaning, consciousness and the ultimate physical limits on life in the cosmos.

The Singularity Is Nearer

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Author :
Publisher : Penguin
ISBN 13 : 039956277X
Total Pages : 344 pages
Book Rating : 4.3/5 (995 download)

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Book Synopsis The Singularity Is Nearer by : Ray Kurzweil

Download or read book The Singularity Is Nearer written by Ray Kurzweil and published by Penguin. This book was released on 2024-06-25 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: The noted inventor and futurist’s successor to his landmark book The Singularity Is Near explores how technology will transform the human race in the decades to come Since it was first published in 2005, Ray Kurzweil’s The Singularity Is Near and its vision of an exponential future have spawned a worldwide movement. Kurzweil's predictions about technological advancements have largely come true, with concepts like AI, intelligent machines, and biotechnology now widely familiar to the public. In this entirely new book Ray Kurzweil brings a fresh perspective to advances toward the Singularity—assessing his 1999 prediction that AI will reach human level intelligence by 2029 and examining the exponential growth of technology—that, in the near future, will expand human intelligence a millionfold and change human life forever. Among the topics he discusses are rebuilding the world, atom by atom with devices like nanobots; radical life extension beyond the current age limit of 120; reinventing intelligence by connecting our brains to the cloud; how exponential technologies are propelling innovation forward in all industries and improving all aspects of our well-being such as declining poverty and violence; and the growth of renewable energy and 3-D printing. He also considers the potential perils of biotechnology, nanotechnology, and artificial intelligence, including such topics of current controversy as how AI will impact employment and the safety of autonomous cars, and "After Life" technology, which aims to virtually revive deceased individuals through a combination of their data and DNA. The culmination of six decades of research on artificial intelligence, The Singularity Is Nearer is Ray Kurzweil’s crowning contribution to the story of this science and the revolution that is to come.

Affective Computing

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Publisher : MIT Press
ISBN 13 : 9780262661157
Total Pages : 308 pages
Book Rating : 4.6/5 (611 download)

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Book Synopsis Affective Computing by : Rosalind W. Picard

Download or read book Affective Computing written by Rosalind W. Picard and published by MIT Press. This book was released on 2000-07-24 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: According to Rosalind Picard, if we want computers to be genuinely intelligent and to interact naturally with us, we must give computers the ability to recognize, understand, even to have and express emotions. The latest scientific findings indicate that emotions play an essential role in decision making, perception, learning, and more—that is, they influence the very mechanisms of rational thinking. Not only too much, but too little emotion can impair decision making. According to Rosalind Picard, if we want computers to be genuinely intelligent and to interact naturally with us, we must give computers the ability to recognize, understand, even to have and express emotions. Part 1 of this book provides the intellectual framework for affective computing. It includes background on human emotions, requirements for emotionally intelligent computers, applications of affective computing, and moral and social questions raised by the technology. Part 2 discusses the design and construction of affective computers. Although this material is more technical than that in Part 1, the author has kept it less technical than typical scientific publications in order to make it accessible to newcomers. Topics in Part 2 include signal-based representations of emotions, human affect recognition as a pattern recognition and learning problem, recent and ongoing efforts to build models of emotion for synthesizing emotions in computers, and the new application area of affective wearable computers.

The Last Invention

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Author :
Publisher : Weidenfeld & Nicolson
ISBN 13 : 9781474608787
Total Pages : 304 pages
Book Rating : 4.6/5 (87 download)

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Book Synopsis The Last Invention by : Tom Chivers

Download or read book The Last Invention written by Tom Chivers and published by Weidenfeld & Nicolson. This book was released on 2019-06-11 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'The AI does not hate you, nor does it love you, but you are made of atoms which it can use for something else' This is a book about AI and AI risk. But it's also more importantly about a community of people who are trying to think rationally about intelligence, and the places that these thoughts are taking them, and what insight they can and can't give us about the future of the human race over the next few years. It explains why these people are worried, why they might be right, and why they might be wrong. It is a book about the cutting edge of our thinking on intelligence and rationality right now by the people who stay up all night worrying about it. Along the way, we discover why we probably don't need to worry about a future AI resurrecting a perfect copy of our minds and torturing us for not inventing it sooner, but we perhaps should be concerned about paperclips destroying life as we know it; how Mickey Mouse can teach us an important lesson about how to programme AI; and why Spock is not as logical as we think he is.

AI Superpowers

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Author :
Publisher : Harper Business
ISBN 13 : 132854639X
Total Pages : 275 pages
Book Rating : 4.3/5 (285 download)

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Book Synopsis AI Superpowers by : Kai-Fu Lee

Download or read book AI Superpowers written by Kai-Fu Lee and published by Harper Business. This book was released on 2018 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI Superpowers is Kai-Fu Lee's New York Times and USA Today bestseller about the American-Chinese competition over the future of artificial intelligence.

The Alignment Problem: Machine Learning and Human Values

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Author :
Publisher : W. W. Norton & Company
ISBN 13 : 039363583X
Total Pages : 459 pages
Book Rating : 4.3/5 (936 download)

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Book Synopsis The Alignment Problem: Machine Learning and Human Values by : Brian Christian

Download or read book The Alignment Problem: Machine Learning and Human Values written by Brian Christian and published by W. W. Norton & Company. This book was released on 2020-10-06 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

The Savage Leader

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Author :
Publisher :
ISBN 13 : 9781736117903
Total Pages : pages
Book Rating : 4.1/5 (179 download)

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Book Synopsis The Savage Leader by : Darren Reinke

Download or read book The Savage Leader written by Darren Reinke and published by . This book was released on 2020-12-11 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence and TheFuture of Power

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Author :
Publisher : Rupa Publications India Pvt Limited
ISBN 13 : 9789390356430
Total Pages : 522 pages
Book Rating : 4.3/5 (564 download)

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Book Synopsis Artificial Intelligence and TheFuture of Power by : Rajiv Malhotra

Download or read book Artificial Intelligence and TheFuture of Power written by Rajiv Malhotra and published by Rupa Publications India Pvt Limited. This book was released on 2021-01-10 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: A recurrent debate surrounding AI concerns the extent of human work that could be replaced by machines over the next twenty years when compared to new jobs created by AI. Numerous reports have addressed this issue, reaching a wide range of conclusions. Experts consider it a reasonable consensus that eventually a significant portion of blue- and white-collar jobs in most industries will become obsolete, or at least transformed, to such an extent that workers will need re-education to remain viable. This percentage of vulnerable jobs will continue to increase over time. The obsolescence will be far worse in developing countries where the standard of education is lower.