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.

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:

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.

Download or read book Responsible AI in the Enterprise written by Adnan Masood and published by Packt Publishing Ltd. This book was released on 2023-07-31 with total page 318 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build and deploy your AI models successfully by exploring model governance, fairness, bias, and potential pitfalls Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn ethical AI principles, frameworks, and governance Understand the concepts of fairness assessment and bias mitigation Introduce explainable AI and transparency in your machine learning models Book DescriptionResponsible AI in the Enterprise is a comprehensive guide to implementing ethical, transparent, and compliant AI systems in an organization. With a focus on understanding key concepts of machine learning models, this book equips you with techniques and algorithms to tackle complex issues such as bias, fairness, and model governance. Throughout the book, you’ll gain an understanding of FairLearn and InterpretML, along with Google What-If Tool, ML Fairness Gym, IBM AI 360 Fairness tool, and Aequitas. You’ll uncover various aspects of responsible AI, including model interpretability, monitoring and management of model drift, and compliance recommendations. You’ll gain practical insights into using AI governance tools to ensure fairness, bias mitigation, explainability, privacy compliance, and privacy in an enterprise setting. Additionally, you’ll explore interpretability toolkits and fairness measures offered by major cloud AI providers like IBM, Amazon, Google, and Microsoft, while discovering how to use FairLearn for fairness assessment and bias mitigation. You’ll also learn to build explainable models using global and local feature summary, local surrogate model, Shapley values, anchors, and counterfactual explanations. By the end of this book, you’ll be well-equipped with tools and techniques to create transparent and accountable machine learning models.What you will learn Understand explainable AI fundamentals, underlying methods, and techniques Explore model governance, including building explainable, auditable, and interpretable machine learning models Use partial dependence plot, global feature summary, individual condition expectation, and feature interaction Build explainable models with global and local feature summary, and influence functions in practice Design and build explainable machine learning pipelines with transparency Discover Microsoft FairLearn and marketplace for different open-source explainable AI tools and cloud platforms Who this book is for This book is for data scientists, machine learning engineers, AI practitioners, IT professionals, business stakeholders, and AI ethicists who are responsible for implementing AI models in their organizations.

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.

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.

Download or read book The Future Computed AI and Manufacturing written by Greg Shaw and published by . This book was released on 2019-05-23 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The Future Computed: AI and Manufacturing is the next book in Microsoft's The Future Computed series looking at the impact of AI on society. The book features stories from industry leaders and policymakers from around the world, sharing insights into how customers can progress their AI journey. IT also sets out suggestions about how countries can build competitive manufacturing sectors while delivering AI and addressing short-term disruption.

Download or read book The Future Computed written by Microsoft Corporation and published by . This book was released on 2018-01-17 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: "AI will enable breakthrough advances in areas like healthcare, agriculture, education and transportation. It's already happening in impressive ways. But as we've witnessed over the past 20 years, new technology also inevitably raises complex questions and broad societal concerns." - Brad Smith and Harry Shum on The Future Computed. "As we look to a future powered by a partnership between computers and humans, it's important that we address these challenges head on. How do we ensure that AI is designed and used responsibly? How do we establish ethical principles to protect people? How should we govern its use? And how will AI impact employment and jobs?" - Brad Smith and Harry Shum on The Future Computed. As Artificial Intelligence shows up in every aspect of our lives, Microsoft's top minds provide a guide discussing how we should prepare for the future. Whether you're a government leader crafting new laws, an entrepreneur looking to incorporate AI into your business, or a parent contemplating the future of education, this book explains the trends driving the AI revolution, identifies the complex ethics and workforce issues we all need to think about and suggests a path forward.Read more:The Future Computed: Artificial Intelligence and its role in society provides Microsoft's perspective on where AI technology is going and the new societal issues it is raising - ensuring AI is designed and used responsibly, establishing ethical principles to protect people, and how AI will impact employment and jobs. The principles of fairness, reliability and safety, privacy and security, inclusiveness, transparency and accountability are critical to addressing the societal impacts of AI and building trust as AI becomes more and more a part of the products and services that people use at work and at home every day. A central theme in The Future Computed is that for AI to deliver on its potential drive widespread economic and social progress, the technology needs to be human-centered - combining the capabilities of computers with human capabilities to enable people to achieve more. But a human-centered approach can only be realized if researchers, policymakers, and leaders from government, business and civil society come together to develop a shared ethical framework for AI. This in turn will help foster responsible development of AI systems that will engender trust. Because in an increasingly AI-driven world the question is not what computers can do, it is what computers should do. The Future Computed also draws a few conclusions as we chart our path forward. First, the companies and countries that will fare best in the AI era will be those that embrace these changes rapidly and effectively. Second, while AI will help solve big societal problems, we must look to this future with a critical eye as there will be challenges as well as opportunities. Third, we need to act with a sense of shared responsibility because AI won't be created by the tech sector alone. Finally, skilling-up for an AI-powered world involves more than science, technology, engineering and math. As computers behave more like humans, the social sciences and humanities will become grow in importance.

Download or read book Responsible AI written by CSIRO and published by Addison-Wesley Professional. This book was released on 2023-12-08 with total page 425 pages. Available in PDF, EPUB and Kindle. Book excerpt: THE FIRST PRACTICAL GUIDE FOR OPERATIONALIZING RESPONSIBLE AI ̃FROM MUL TI°LEVEL GOVERNANCE MECHANISMS TO CONCRETE DESIGN PATTERNS AND SOFTWARE ENGINEERING TECHNIQUES. AI is solving real-world challenges and transforming industries. Yet, there are serious concerns about its ability to behave and make decisions in a responsible way. Operationalizing responsible AI is about providing concrete guidelines to a wide range of decisionmakers and technologists on how to govern, design, and build responsible AI systems. These include governance mechanisms at the industry, organizational, and team level; software engineering best practices; architecture styles and design patterns; system-level techniques connecting code with data and models; and trade-offs in design decisions. Responsible AI includes a set of practices that technologists (for example, technology-conversant decision-makers, software developers, and AI practitioners) can undertake to ensure the AI systems they develop or adopt are trustworthy throughout the entire lifecycle and can be trusted by those who use them. The book offers guidelines and best practices not just for the AI part of a system, but also for the much larger software infrastructure that typically wraps around the AI. First book of its kind to cover the topic of operationalizing responsible AI from the perspective of the entire software development life cycle. Concrete and actionable guidelines throughout the lifecycle of AI systems, including governance mechanisms, process best practices, design patterns, and system engineering techniques. Authors are leading experts in the areas of responsible technology, AI engineering, and software engineering. Reduce the risks of AI adoption, accelerate AI adoption in responsible ways, and translate ethical principles into products, consultancy, and policy impact to support the AI industry. Online repository of patterns, techniques, examples, and playbooks kept up-to-date by the authors. Real world case studies to demonstrate responsible AI in practice. Chart the course to responsible AI excellence, from governance to design, with actionable insights and engineering prowess found in this defi nitive guide.

Download or read book Microsoft Azure Essentials Azure Machine Learning written by Jeff Barnes and published by Microsoft Press. This book was released on 2015-04-25 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: Microsoft Azure Essentials from Microsoft Press is a series of free ebooks designed to help you advance your technical skills with Microsoft Azure. This third ebook in the series introduces Microsoft Azure Machine Learning, a service that a developer can use to build predictive analytics models (using training datasets from a variety of data sources) and then easily deploy those models for consumption as cloud web services. The ebook presents an overview of modern data science theory and principles, the associated workflow, and then covers some of the more common machine learning algorithms in use today. It builds a variety of predictive analytics models using real world data, evaluates several different machine learning algorithms and modeling strategies, and then deploys the finished models as machine learning web services on Azure within a matter of minutes. The ebook also expands on a working Azure Machine Learning predictive model example to explore the types of client and server applications you can create to consume Azure Machine Learning web services. Watch Microsoft Press’s blog and Twitter (@MicrosoftPress) to learn about other free ebooks in the Microsoft Azure Essentials series.

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.

Download or read book Four Battlegrounds Power in the Age of Artificial Intelligence written by Paul Scharre and published by W. W. Norton & Company. This book was released on 2023-02-28 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: An NPR 2023 "Books We Love" Pick One of the Next Big Idea Club's Must-Read Books "An invaluable primer to arguably the most important driver of change for our future." —P. W. Singer, author of Burn-In An award-winning defense expert tells the story of today’s great power rivalry—the struggle to control artificial intelligence. A new industrial revolution has begun. Like mechanization or electricity before it, artificial intelligence will touch every aspect of our lives—and cause profound disruptions in the balance of global power, especially among the AI superpowers: China, the United States, and Europe. Autonomous weapons expert Paul Scharre takes readers inside the fierce competition to develop and implement this game-changing technology and dominate the future. Four Battlegrounds argues that four key elements define this struggle: data, computing power, talent, and institutions. Data is a vital resource like coal or oil, but it must be collected and refined. Advanced computer chips are the essence of computing power—control over chip supply chains grants leverage over rivals. Talent is about people: which country attracts the best researchers and most advanced technology companies? The fourth “battlefield” is maybe the most critical: the ultimate global leader in AI will have institutions that effectively incorporate AI into their economy, society, and especially their military. Scharre’s account surges with futuristic technology. He explores the ways AI systems are already discovering new strategies via millions of war-game simulations, developing combat tactics better than any human, tracking billions of people using biometrics, and subtly controlling information with secret algorithms. He visits China’s “National Team” of leading AI companies to show the chilling synergy between China’s government, private sector, and surveillance state. He interviews Pentagon leadership and tours U.S. Defense Department offices in Silicon Valley, revealing deep tensions between the military and tech giants who control data, chips, and talent. Yet he concludes that those tensions, inherent to our democratic system, create resilience and resistance to autocracy in the face of overwhelmingly powerful technology. Engaging and direct, Four Battlegrounds offers a vivid picture of how AI is transforming warfare, global security, and the future of human freedom—and what it will take for democracies to remain at the forefront of the world order.

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.

Download or read book Enterprise Cloud Strategy written by Barry Briggs and published by Microsoft Press. This book was released on 2016-01-07 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: How do you start? How should you build a plan for cloud migration for your entire portfolio? How will your organization be affected by these changes? This book, based on real-world cloud experiences by enterprise IT teams, seeks to provide the answers to these questions. Here, you’ll see what makes the cloud so compelling to enterprises; with which applications you should start your cloud journey; how your organization will change, and how skill sets will evolve; how to measure progress; how to think about security, compliance, and business buy-in; and how to exploit the ever-growing feature set that the cloud offers to gain strategic and competitive advantage.

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.

Download or read book How Artifacts Afford written by Jenny L. Davis and published by MIT Press. This book was released on 2020-08-11 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: A conceptual update of affordance theory that introduces the mechanisms and conditions framework, providing a vocabulary and critical perspective. Technological affordances mediate between the features of a technology and the outcomes of engagement with that technology. The concept of affordances, which migrated from psychology to design with Donald Norman's influential 1988 book, The Design of Everyday Things, offers a useful analytical tool in technology studies—but, Jenny Davis argues in How Artifacts Afford, it is in need of a conceptual update. Davis provides just such an update, introducing the mechanisms and conditions framework, which offers both a vocabulary and necessary critical perspective for affordance analyses. The mechanisms and conditions framework shifts the question from what objects afford to how objects afford, for whom, and under what circumstances. Davis shows that through this framework, analyses can account for the power and politics of technological artifacts. She situates the framework within a critical approach that views technology as materialized action. She explains how request, demand, encourage, discourage, refuse, and allow are mechanisms of affordance, and shows how these mechanisms take shape through variable conditions—perception, dexterity, and cultural and institutional legitimacy. Putting the framework into action, Davis identifies existing methodological approaches that complement it, including critical technocultural discourse analysis (CTDA), app feature analysis, and adversarial design. In today's rapidly changing sociotechnical landscape, the stakes of affordance analyses are high. Davis's mechanisms and conditions framework offers a timely theoretical reboot, providing tools for the crucial tasks of both analysis and design.

Download or read book AI and education written by Miao, Fengchun and published by UNESCO Publishing. This book was released on 2021-04-08 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) has the potential to address some of the biggest challenges in education today, innovate teaching and learning practices, and ultimately accelerate the progress towards SDG 4. However, these rapid technological developments inevitably bring multiple risks and challenges, which have so far outpaced policy debates and regulatory frameworks. This publication offers guidance for policy-makers on how best to leverage the opportunities and address the risks, presented by the growing connection between AI and education. It starts with the essentials of AI: definitions, techniques and technologies. It continues with a detailed analysis of the emerging trends and implications of AI for teaching and learning, including how we can ensure the ethical, inclusive and equitable use of AI in education, how education can prepare humans to live and work with AI, and how AI can be applied to enhance education. It finally introduces the challenges of harnessing AI to achieve SDG 4 and offers concrete actionable recommendations for policy-makers to plan policies and programmes for local contexts. [Publisher summary, ed]