Opening The Black Box

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Download or read book Opening the Black Box written by Gavin Smith and published by Routledge. This book was released on 2014-10-03 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: Closed Circuit Television (CCTV) cameras are a prominent, if increasingly familiar, feature of urbanism. They symbolize the faith that spatial authorities place in technical interventions for the treatment of social problems. CCTV was principally introduced to sterilize municipalities, to govern conducts and to protect properties. Vast expenditure has been committed to these technologies without a clear sense of how precisely they influence things. CCTV cameras might appear inanimate, but Opening the Black Box shows them to be vital mediums within relational circulations of supervision. The book principally excavates the social relations entwining the everyday application of CCTV. It takes the reader on a journey from living beneath the camera, to working behind the lens. Attention focuses on the labour exerted by camera operators as they source and process distanced spectacles. These workers are paid to scan monitor screens in search of disorderly vistas, visualizing stimuli according to its perceived riskiness and/or allurement. But the projection of this gaze can draw an unsettling reflection. It can mean enduring behavioural extremities as an impotent witness. It can also entail making spontaneous decisions that determine the course of justice. Opening the Black Box, therefore, contemplates the seductive and traumatic dimensions of monitoring telemediated ‘riskscapes’ through the prism of camera circuitry. It probes the positioning of camera operators as ‘vicarious’ custodians of a precarious social order and engages their subjective experiences. It reveals the work of watching to be an ambiguous practice: as much about managing external disturbances on the street as managing internal disruptions in the self.

Download or read book Opening the Black Box written by Metin Gurcan and published by Casemate Publishers. This book was released on 2019-09-15 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: A scholarly analysis of the Turkish military in the 21st century by the Near East policy expert and author of What Went Wrong in Afghanistan. On July 15th, 2016, a faction within the Turkish Armed Forces attempted a coup d’état against sitting President Recep Tayyip Erdoğan. Though the attempt was unsuccessful, the TAF would never be the same. In Opening the Black Box, former Turkish military advisor Metin Gurcan offers a rare look inside the TAF to examine how it has evolved in the 21stcentury. With twenty years of experience inside the Turkish military, both on the field and in the corridors of the Turkish General Staff, as well as extensive academic research, Gurcan provides two detailed snapshots of the TAF: one before July 15thand one after. Offering a complete view of this complex institution, Gurcan offers scholarly perspectives on the TAF as a security organization, a social institution and, in the case of career officers, a profession. Gurcan also examines the evolution of civilian-military relations in Turkey over the last decade with a specific focus on the impact of the July 15 Military Uprising on institutional identity.

Download or read book The Black Box written by Edward Phillips Oppenheim and published by IndyPublish.com. This book was released on 1915 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: "You're in luck, Alfred," he declared. "That's the most interesting man in New York-one of the most interesting in the world. That's Sanford Quest." "Who's he?" "You haven't heard of Sanford Quest?" "Never in my life." The young man whose privilege it was to have been born and lived all his days in New York, drank half a glassful of wine and leaned back in his chair. Words, for a few moments, were an impossibility. "Sanford Quest," he pronounced at last, "is the greatest master in criminology the world has ever known. He is a magician, a scientist, the Pierpont Morgan of his profession." "Say, do you mean that he is a detective?" The New Yorker steadied himself with an effort. Such ignorance was hard to realise-harder still to deal with. "Yes," he said simply, "you could call him that-just in the same way you could call Napoleon a soldier or Lincoln a statesman..."

Download or read book Behind the Science written by Katherine Harrison and published by Policy Press. This book was released on 2024-11-13 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: Available Open Access digitally under CC-BY-NC-ND licence. Some of the largest quantities of data produced today occur as the result of experiments taking place at Big Science facilities. This book tells the story of a unique research journey following the people responsible for designing and implementing data management at a new Big Science facility, the European Spallation Source (ESS) in Lund, Sweden. It critically examines the idea of data as an absolute ‘truth’ and sheds light on the often underestimated, yet essential, contributions of these data experts. Providing a unique glimpse into the inner workings of Big Science, this book fills an important gap in science and technology studies and critical data studies.

Download or read book The Doctor and the Algorithm written by S. Scott Graham and published by Oxford University Press. This book was released on 2022-08-23 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: For years, technologists and computer scientists have promised an AI revolution that would transform the very basis of how we imagine and administer modern medicine. AI-driven advancements in medical error rates, diagnostic accuracy, or disease outbreak detection could potentially save thousands of lives. But health AI also carries the potential for exacerbating deep systemic biases if left unchecked. The Doctor and the Algorithm combines insights from science and technology studies, critical algorithm studies, and public interest informatics to better understand the promise and peril of health AI. The book draws on case studies in automated diagnostics, algorithmic pain measurement, AI-driven drug discovery, and death prediction to investigate how health AI is made, promoted, and justified. It explores the enthusiastic promises of health AI marketing communication and medical futurism while also analyzing the inequitable outcomes new AI technology often creates for already marginalized communities. Finally, the book closes with specific recommendations for regulatory frameworks that might support more ethical and equitable approaches to health AI in the future. Interweaving textual analysis and original informatics, The Doctor and the Algorithm offers a sobering analysis of the promise of medical AI against the real and unintended consequences that deep medicine can bring for patients, providers, and public health alike.

Download or read book Philosophy, Rhetoric, and the End of Knowledge written by Steve Fuller and published by Routledge. This book was released on 2003-12-08 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this second edition of Steve Fuller's original work Philosophy, Rhetoric, and the End of Knowledge: A New Beginning for Science and Technology Studies, James Collier joins Fuller in developing an updated and accessible version of Fuller's classic volume. The new edition shifts focus slightly to balance the discussions of theory and practice, and the writing style is oriented to advanced students. It addresses the contemporary problems of knowledge to develop the basis for a more publicly accountable science. The resources of social epistemology are deployed to provide a positive agenda of research, teaching, and political action designed to bring out the best in both the ancient discipline of rhetoric and the emerging field of science and technology studies (STS). The authors reclaim and integrate STS and rhetoric to explore the problems of knowledge as a social process--problems of increasing public interest that extend beyond traditional disciplinary resources. In so doing, the differences among disciplines must be questioned (the exercise of STS) and the disciplinary boundaries must be renegotiated (the exercise of rhetoric). This book innovatively integrates a sophisticated theoretical approach to the social processes of creating knowledge with a developing pedagogical apparatus. The thought questions at the end of each chapter, the postscript, and the appendix allow the reader to actively engage the text in order to discuss and apply its theoretical insights. Creating new standards for interdisciplinary scholarship and communication, the authors bring numerous disciplines into conversation in formulating a new kind of rhetoric geared toward greater democratic participation in the knowledge-making process. This volume is intended for students and scholars in rhetoric of science, science studies, philosophy, and communication, and will be of interest in English, sociology, and knowledge management arenas as well.