Beyond Algorithms
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Beyond Algorithms
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Author : James Luke
language : en
Publisher: CRC Press
Release Date : 2022-05-29
Beyond Algorithms written by James Luke and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-29 with Computers categories.
Focuses on the definition, engineering, and delivery of AI solutions as opposed to AI itself Reader will still gain a strong understanding of AI, but through the perspective of delivering real solutions Explores the core AI issues that impact the success of an overall solution including i. realities of dealing with data, ii. impact of AI accuracy on the ability of the solution to meet business objectives, iii. challenges in managing the quality of machine learning models Includes real world examples of enterprise scale solutions Provides a series of (optional) technical deep dives and thought experiments.
Beyond Algorithms
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Author : James Luke
language : en
Publisher: CRC Press
Release Date : 2022-05-30
Beyond Algorithms written by James Luke and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-30 with Computers categories.
With so much artificial intelligence (AI) in the headlines, it is no surprise that businesses are scrambling to exploit this exciting and transformative technology. Clearly, those who are the first to deliver business-relevant AI will gain significant advantage. However, there is a problem! Our perception of AI success in society is primarily based on our experiences with consumer applications from the big web companies. The adoption of AI in the enterprise has been slow due to various challenges. Business applications address far more complex problems and the data needed to address them is less plentiful. There is also the critical need for alignment of AI with relevant business processes. In addition, the use of AI requires new engineering practices for application maintenance and trust. So, how do you deliver working AI applications in the enterprise? Beyond Algorithms: Delivering AI for Business answers this question. Written by three engineers with decades of experience in AI (and all the scars that come with that), this book explains what it takes to define, manage, engineer, and deliver end-to-end AI applications that work. This book presents: Core conceptual differences between AI and traditional business applications A new methodology that helps to prioritise AI projects and manage risks Practical case studies and examples with a focus on business impact and solution delivery Technical Deep Dives and Thought Experiments designed to challenge your brain and destroy your weekends
Beyond Algorithms
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Author : Alejandro Dabdoub
language : en
Publisher: Bookbaby
Release Date : 2024-01-15
Beyond Algorithms written by Alejandro Dabdoub and has been published by Bookbaby this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-15 with Business & Economics categories.
As artificial intelligence proliferates across industries, ethical considerations have never been more crucial. This book provides a comprehensive blueprint for business leaders seeking to integrate AI thoughtfully and responsibly. Blending philosophy, case studies, and expert perspectives, "Beyond Algorithms" examines the intersection of AI and ethics in the modern business landscape. Core themes of transparency, accountability, sustainability, and human-centric values form the framework of this blueprint. It challenges leaders to view AI not solely as a technological tool, but rather as an opportunity to reinforce human dignity in the digital age. Furthermore, it serves as a call to consider timeless wisdom as we shape the progress of our cutting-edge innovations. Whether developers crafting new algorithms, entrepreneurs integrating AI across operations, policymakers regulating its applications, or everyday consumers, we all have a role to play in steering this technology toward ethical ends. By embracing the principles and practices outlined in "Beyond Algorithms", leaders in every sector can help realize AI's immense potential while ensuring that firm moral guideposts remain in place for posterity. As the algorithmic era dawns, maintaining human values amidst dizzying change is critical. AI can and should exist to serve humanity, not overtake it. "Beyond Algorithms" provides an ethical blueprint to help build a more just, inclusive, and uplifting future with AI as our ally. The book explores how rapid AI advancements raise profound questions and emphasizes AI ethics as a shared responsibility for developers, companies, policymakers, and everyday users alike. It advocates for transparent, accountable, and human-centric AI designed to spread empowerment. "Beyond Algorithms" ultimately serves as a clarion call for leaders across sectors to shape AI as an uplifting force that promotes justice enhances human potential, and benefits society. With its comprehensive ethical blueprint, the book provides a moral compass to realize AI's immense promise while anchoring progress in timeless human values.
Beyond The Worst Case Analysis Of Algorithms
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Author : Tim Roughgarden
language : en
Publisher: Cambridge University Press
Release Date : 2021-01-14
Beyond The Worst Case Analysis Of Algorithms written by Tim Roughgarden and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-14 with Computers categories.
Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.
Beyond The Algorithm
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Author : Omar Santos
language : en
Publisher: Addison-Wesley Professional
Release Date : 2024-01-23
Beyond The Algorithm written by Omar Santos and has been published by Addison-Wesley Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-23 with Computers categories.
As artificial intelligence (AI) becomes more and more woven into our everyday lives—and underpins so much of the infrastructure we rely on—the ethical, security, and privacy implications require a critical approach that draws not simply on the programming and algorithmic foundations of the technology. Bringing together legal studies, philosophy, cybersecurity, and academic literature, Beyond the Algorithm examines these complex issues with a comprehensive, easy-to-understand analysis and overview. The book explores the ethical challenges that professionals—and, increasingly, users—are encountering as AI becomes not just a promise of the future, but a powerful tool of the present. An overview of the history and development of AI, from the earliest pioneers in machine learning to current applications and how it might shape the future Introduction to AI models and implementations, as well as examples of emerging AI trends Examination of vulnerabilities, including insight into potential real-world threats, and best practices for ensuring a safe AI deployment Discussion of how to balance accountability, privacy, and ethics with regulatory and legislative concerns with advancing AI technology A critical perspective on regulatory obligations, and repercussions, of AI with copyright protection, patent rights, and other intellectual property dilemmas An academic resource and guide for the evolving technical and intellectual challenges of AI Leading figures in the field bring to life the ethical issues associated with AI through in-depth analysis and case studies in this comprehensive examination.
The Multivariate Algorithmic Revolution And Beyond
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Author : Hans L. Bodlaender
language : en
Publisher: Springer
Release Date : 2012-06-16
The Multivariate Algorithmic Revolution And Beyond written by Hans L. Bodlaender and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-06-16 with Computers categories.
Parameterized complexity is currently a thriving field in complexity theory and algorithm design. A significant part of the success of the field can be attributed to Michael R. Fellows. This Festschrift has been published in honor of Mike Fellows on the occasion of his 60th birthday. It contains 20 papers that showcase the important scientific contributions of this remarkable man, describes the history of the field of parameterized complexity, and also reflects on other parts of Mike Fellows’s unique and broad range of interests, including his work on the popularization of discrete mathematics for young children. The volume contains several surveys that introduce the reader to the field of parameterized complexity and discuss important notions, results, and developments in this field.
Beyond The Algorithm
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Author : Manoj Kamber
language : en
Publisher: Pencil
Release Date : 2023-08-22
Beyond The Algorithm written by Manoj Kamber and has been published by Pencil this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-22 with Juvenile Nonfiction categories.
Beyond the Algorithm: Debunking the Myth of AI" is a thought-provoking book that challenges the common misconceptions surrounding artificial intelligence (AI). In this engaging exploration, the author delves into the intricacies of AI technology, dissecting its capabilities, limitations, and the myths that have emerged around it. The book takes a comprehensive approach to debunking the prevailing mythologies surrounding AI by going beyond surface-level perceptions. It delves into the inner workings of AI algorithms, providing readers with a deeper understanding of how AI systems operate and make decisions. By demystifying the algorithms, the author reveals that AI is not an all-knowing, sentient entity, but rather a sophisticated tool programmed by humans.
Beyond The Creative Species
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Author : Oliver Bown
language : en
Publisher: MIT Press
Release Date : 2021-02-23
Beyond The Creative Species written by Oliver Bown and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-02-23 with Computers categories.
A multidisciplinary introduction to the field of computational creativity, analyzing the impact of advanced generative technologies on art and music. As algorithms get smarter, what role will computers play in the creation of music, art, and other cultural artifacts? Will they be able to create such things from the ground up, and will such creations be meaningful? In Beyond the Creative Species, Oliver Bown offers a multidisciplinary examination of computational creativity, analyzing the impact of advanced generative technologies on art and music. Drawing on a wide range of disciplines, including artificial intelligence and machine learning, design, social theory, the psychology of creativity, and creative practice research, Bown argues that to understand computational creativity, we must not only consider what computationally creative algorithms actually do, but also examine creative artistic activity itself.
Methods And Applications Of Algorithmic Complexity
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Author : Hector Zenil
language : en
Publisher: Springer Nature
Release Date : 2022-05-16
Methods And Applications Of Algorithmic Complexity written by Hector Zenil and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-16 with Technology & Engineering categories.
This book explores a different pragmatic approach to algorithmic complexity rooted or motivated by the theoretical foundations of algorithmic probability and explores the relaxation of necessary and sufficient conditions in the pursuit of numerical applicability, with some of these approaches entailing greater risks than others in exchange for greater relevance and applicability. Some established and also novel techniques in the field of applications of algorithmic (Kolmogorov) complexity currently coexist for the first time, ranging from the dominant ones based upon popular statistical lossless compression algorithms (such as LZW) to newer approaches that advance, complement, and also pose their own limitations. Evidence suggesting that these different methods complement each other for different regimes is presented, and despite their many challenges, some of these methods are better grounded in or motivated by the principles of algorithmic information. The authors propose that the field can make greater contributions to science, causation, scientific discovery, networks, and cognition, to mention a few among many fields, instead of remaining either as a technical curiosity of mathematical interest only or as a statistical tool when collapsed into an application of popular lossless compression algorithms. This book goes, thus, beyond popular statistical lossless compression and introduces a different methodological approach to dealing with algorithmic complexity. For example, graph theory and network science are classic subjects in mathematics widely investigated in the twentieth century, transforming research in many fields of science from economy to medicine. However, it has become increasingly clear that the challenge of analyzing these networks cannot be addressed by tools relying solely on statistical methods. Therefore, model-driven approaches are needed. Recent advances in network science suggest that algorithmic information theory could play an increasingly important role in breaking those limits imposed by traditional statistical analysis (entropy or statistical compression) in modeling evolving complex networks or interacting networks. Further progress on this front calls for new techniques for an improved mechanistic understanding of complex systems, thereby calling out for increased interaction between systems science, network theory, and algorithmic information theory, to which this book contributes.
Osiris Volume 38
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Author : James Evans
language : en
Publisher: University of Chicago Press
Release Date : 2023-07-18
Osiris Volume 38 written by James Evans and has been published by University of Chicago Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-18 with History categories.
Perceptively explores the shifting intersections between algorithmic systems and human practices in the modern era. How have algorithmic systems and human practices developed in tandem since 1800? This volume of Osiris deftly addresses the question, dispelling along the way the traditional notion of algorithmic “code” and human “craft” as natural opposites. Instead, algorithms and humans have always acted in concert, depending on each other to advance new knowledge and produce social consequences. By shining light on alternative computational imaginaries, Beyond Craft and Code opens fresh space in which to understand algorithmic diversity, its governance, and even its conservation. The volume contains essays by experts in fields extending from early modern arithmetic to contemporary robotics. Traversing a range of cases and arguments that connect politics, historical epistemology, aesthetics, and artificial intelligence, the contributors collectively propose a novel vocabulary of concepts with which to think about how the history of science can contribute to understanding today’s world. Ultimately, Beyond Craft and Code reconfigures the historiography of science and technology to suggest a new way to approach the questions posed by an algorithmic culture—not only improving our understanding of algorithmic pasts and futures but also unlocking our ability to better govern our present.