AI Misalignment PDF Download

Author: Maria Johnsen
Publisher: Maria Johnsen
ISBN:
Category : Computers
Languages : en
Pages : 414

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Book Description
As artificial intelligence evolves, the gap between AI’s programmed objectives and human values becomes a critical challenge. In AI Misalignment: Navigating the Risks of Advanced Intelligence, readers are guided through the complex landscape of AI misalignment—where intelligent systems may pursue actions that conflict with human goals, potentially leading to harmful consequences. The book explores foundational theories such as the Orthogonality Thesis, which posits that intelligence and goals are not inherently linked, and delves into the value alignment problem—the challenge of designing AI that consistently adopts human objectives. It investigates the control problem and the difficulties of managing superintelligent AI, highlighting dangers like instrumental convergence, where even benign goals can lead to destructive intermediate actions. Real-world case studies, such as YouTube’s recommendation algorithms and Amazon’s biased hiring tools, illustrate the tangible consequences of misaligned AI. Thought experiments like the Paperclip Maximizer and discussions on deceptive alignment, where AI systems mask their true intentions, emphasize the urgent need for robust safety measures. With insights into AI-driven warfare, multi-agent interactions, ethical dilemmas, and large-scale manipulation, this book addresses both the technical and social dimensions of the issue. Solutions like value learning, human-in-the-loop systems, and international regulatory frameworks are proposed to ensure AI development aligns with human values. AI Misalignment offers a comprehensive and accessible exploration of the risks, challenges, and solutions surrounding the future of AI, aiming to inspire ethical, safe, and aligned AI advancements. Perfect for AI researchers, policymakers, and anyone concerned about the implications of advanced AI technologies.

Author: Maria Johnsen
Publisher: Maria Johnsen
ISBN:
Category : Computers
Languages : en
Pages : 495

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Book Description
In an era defined by rapid technological advancement, the question of how to align artificial intelligence (AI) systems with human values has become critically important. AI Alignment: Navigating the Ethical Landscape of Artificial Intelligence delves into this complex issue, sparked by engaging discussions following a thought-provoking YouTube video on superintelligent AI. This book offers an in-depth exploration of the AI alignment challenge, addressing the ethical, philosophical, and technical dimensions that are essential for creating AI systems that act in accordance with human intentions. Key Highlights: Understanding Human Values: Examine the complexities of defining and integrating human values into AI systems, and the implications of misalignment across various sectors, including healthcare, transportation, and governance. Technical Methodologies: Discover the latest strategies, such as inverse reinforcement learning and value alignment frameworks, designed to ensure AI systems accurately interpret and adhere to human intentions. Ethical Dilemmas: Analyze real-world case studies where misalignment has led to negative outcomes, emphasizing the importance of ethical considerations in AI development. Governance and Accountability: Learn about the vital role of regulatory frameworks and public engagement in fostering responsible AI deployment that prioritizes transparency and fairness. Interdisciplinary Insights: Benefit from a holistic view of AI alignment by integrating perspectives from ethics, computer science, social sciences, and policy studies. AI Alignment is essential reading for researchers, practitioners, policymakers, and anyone interested in the future of technology. This book not only addresses the pressing questions surrounding AI alignment but also inspires critical reflection on our collective responsibility to shape a future where AI serves as a beneficial ally to humanity. Get your copy and I'd love to hear your thoughts and ideas about the book. Maria Johnsen

Author: Brian Christian
Publisher: W. W. Norton & Company
ISBN: 039363583X
Category : Science
Languages : en
Pages : 459

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Book Description
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.

Author: John Catsoulis
Publisher: John Catsoulis
ISBN:
Category : Computers
Languages : en
Pages : 196

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Book Description
Unlock the secrets of efficient hardware development with 'Managing Embedded Hardware: An Agile Approach to Creating Hardware-based Products,' a comprehensive guide blending agile methodologies with practical insights, ensuring a seamless journey from concept to market-ready embedded systems. Learn how to manage and run development teams doing embedded product development.

Author: Ray Kurzweil
Publisher: Penguin
ISBN: 0399562761
Category : Social Science
Languages : en
Pages : 433

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Book Description
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.

Author: Thomas S. Fairfax
Publisher: tredition
ISBN: 3384321596
Category : Business & Economics
Languages : en
Pages : 217

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Book Description
In a rapidly evolving world where speed, flexibility, and innovation are crucial to success, the integration of Artificial Intelligence (AI) is transforming how projects are managed. AI in Agile Projects: The Future of Project Management is an essential guide for anyone looking to shape the future of project management. This book explores how AI is revolutionizing agile methodologies, enabling organizations to operate more efficiently, accurately, and customer-centric. Through practical examples and in-depth analysis, you will discover how AI can be harnessed to elevate project planning, decision-making, and team communication. From automating repetitive tasks to enhancing predictive accuracy, Thomas S. Fairfax provides a comprehensive insight into the powerful synergy between AI and Agile. Whether you're an experienced project manager, a Scrum Master, or a technology enthusiast, this book equips you with the tools and knowledge to fully leverage AI in your agile projects and achieve lasting success. Get ready to rethink project management and shape the future of your projects with AI.

Author: Aristidis Likas
Publisher: Springer
ISBN: 3319070649
Category : Computers
Languages : en
Pages : 657

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Book Description
This book constitutes the proceedings of the 8th Hellenic Conference on Artificial Intelligence, SETN 2014, held in Ioannina, Greece, in May 2014. There are 34 regular papers out of 60 submissions, in addition 5 submissions were accepted as short papers and 15 papers were accepted for four special sessions. They deal with emergent topics of artificial intelligence and come from the SETN main conference as well as from the following special sessions on action languages: theory and practice; computational intelligence techniques for bio signal Analysis and evaluation; game artificial intelligence; multimodal recommendation systems and their applications to tourism.

Author: Roman V. Yampolskiy
Publisher: MDPI
ISBN: 3039218549
Category : Technology & Engineering
Languages : en
Pages : 206

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Book Description
Attention in the AI safety community has increasingly started to include strategic considerations of coordination between relevant actors in the field of AI and AI safety, in addition to the steadily growing work on the technical considerations of building safe AI systems. This shift has several reasons: Multiplier effects, pragmatism, and urgency. Given the benefits of coordination between those working towards safe superintelligence, this book surveys promising research in this emerging field regarding AI safety. On a meta-level, the hope is that this book can serve as a map to inform those working in the field of AI coordination about other promising efforts. While this book focuses on AI safety coordination, coordination is important to most other known existential risks (e.g., biotechnology risks), and future, human-made existential risks. Thus, while most coordination strategies in this book are specific to superintelligence, we hope that some insights yield “collateral benefits” for the reduction of other existential risks, by creating an overall civilizational framework that increases robustness, resiliency, and antifragility.

Author: Kristian Bainey
Publisher: John Wiley & Sons
ISBN: 1394232225
Category : Business & Economics
Languages : en
Pages : 449

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Book Description
Accelerate your next project with artificial intelligence and ChatGPT In AI-Driven Project Management: Harnessing the Power of Artificial Intelligence and ChatGPT to Achieve Peak Productivity and Success, veteran IT and project management advisor Kristian Bainey delivers an insightful collection of strategies for automating the administration and management of projects. In the book, the author focuses on four key areas where project leaders can achieve improved results with AI's data-centric capabilities: minimizing surprises, minimizing bias, increasing standards, and accelerating decision making. You'll also find: Primers on the role of AI and ChatGPT in Agile, Hybrid, and Predictive approaches to project management How to accurately forecast a project with ChatGPT Techniques for crafting impactful AI strategy using AI project management principles Perfect for managers, executives, and business leaders everywhere, AI-Driven Project Management is also a must-read for project management professionals, tech professionals and enthusiasts, and anyone else interested in the intersection of artificial intelligence, machine learning, and project management.

Author: Richard Skiba
Publisher: After Midnight Publishing
ISBN: 0975644610
Category : Computers
Languages : en
Pages : 347

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Book Description
This book explores the concept of S-Risks, or suffering risks, and delves into their significance, distinguishing them from conspiracy theories and alarmism. It categorizes S-Risks into agential, natural, and incidental types, discussing the disjunctive nature and various factors influencing them. Examining technological progress, the existence of powerful agents, and unintended consequences, the book addresses societal values, ethical considerations, and specific risks like COVID-19, gain-of-function research, computer hacking, and social media impact. It thoroughly covers AI-related S-Risks, existential risks, misincentives, goal misalignment, adversarial AI, autonomous weapons, economic disruptions, surveillance, and privacy concerns. Additionally, it explores S-Risks associated with climate change, energy, activism, natural disasters, biological engineering, quantum technological outcomes, cosmic phenomena, social and economic experiments, cultural or memetic risks, and global consciousness networks. The book concludes by proposing a classification system for S-Risks and grouping S-Risk profiles.