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Opening The Black Box
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Book Synopsis Interpretable Machine Learning by : Christoph Molnar
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.
Book Synopsis Opening the Black Box by : Metin Gurcan
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.
Book Synopsis Opening the Black Box by : Helene Grandvoinnet
Download or read book Opening the Black Box written by Helene Grandvoinnet and published by World Bank Publications. This book was released on 2015-04-17 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Opening the Black Box: Contextual Drivers of Social Accountability fills an important knowledge gap by providing guidance on how to assess contextual drivers of social accountability effectiveness. This publication aims to more strategically support citizen engagement at the country level and for a specific issue or problem. The report proposes a novel framing of social accountability as the interplay of constitutive elements: citizen action and state action, supported by three enabling levers: civic mobilization, interface and information. For each of these constitutive elements, the report identifies 'drivers' of contextual effectiveness which take into account a broad range of contextual factors (e.g., social, political and intervention-based, including information and communication technologies). Opening the Black Box offers detailed guidance on how to assess each driver. It also applies the framework at two levels. At the country level, the report looks at 'archetypes' of challenging country contexts, such as regimes with no formal space or full support for citizen-state engagement and fragile and conflict-affected situations. The report also illustrates the use of the framework to analyze specific social accountability interventions through four case studies: Sierra Leone, Pakistan, Yemen, and the Kyrgyz Republic.
Book Synopsis Opening the Black Box by : Gavin Smith
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.
Book Synopsis Black Box Thinking by : Matthew Syed
Download or read book Black Box Thinking written by Matthew Syed and published by Penguin. This book was released on 2015-11-03 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nobody wants to fail. But in highly complex organizations, success can happen only when we confront our mistakes, learn from our own version of a black box, and create a climate where it’s safe to fail. We all have to endure failure from time to time, whether it’s underperforming at a job interview, flunking an exam, or losing a pickup basketball game. But for people working in safety-critical industries, getting it wrong can have deadly consequences. Consider the shocking fact that preventable medical error is the third-biggest killer in the United States, causing more than 400,000 deaths every year. More people die from mistakes made by doctors and hospitals than from traffic accidents. And most of those mistakes are never made public, because of malpractice settlements with nondisclosure clauses. For a dramatically different approach to failure, look at aviation. Every passenger aircraft in the world is equipped with an almost indestructible black box. Whenever there’s any sort of mishap, major or minor, the box is opened, the data is analyzed, and experts figure out exactly what went wrong. Then the facts are published and procedures are changed, so that the same mistakes won’t happen again. By applying this method in recent decades, the industry has created an astonishingly good safety record. Few of us put lives at risk in our daily work as surgeons and pilots do, but we all have a strong interest in avoiding predictable and preventable errors. So why don’t we all embrace the aviation approach to failure rather than the health-care approach? As Matthew Syed shows in this eye-opening book, the answer is rooted in human psychology and organizational culture. Syed argues that the most important determinant of success in any field is an acknowledgment of failure and a willingness to engage with it. Yet most of us are stuck in a relationship with failure that impedes progress, halts innovation, and damages our careers and personal lives. We rarely acknowledge or learn from failure—even though we often claim the opposite. We think we have 20/20 hindsight, but our vision is usually fuzzy. Syed draws on a wide range of sources—from anthropology and psychology to history and complexity theory—to explore the subtle but predictable patterns of human error and our defensive responses to error. He also shares fascinating stories of individuals and organizations that have successfully embraced a black box approach to improvement, such as David Beckham, the Mercedes F1 team, and Dropbox.
Download or read book The Black Box written by Marquett Burton and published by Sasn. This book was released on 2020-08-09 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Black Box is not a tale of a great man. This story is about someone like you: a human being endeavoring to make tomorrow better than today. Each chapter recounts a formative experience and concludes with a 'Black Box': an explanation of how a given situation helped me develop the mindset required to thrive in that type of environment.An airplane's black box records all circumstantial things occurring around and within the aircraft, as well as the voices (and radio transmissions) in the head of the airliner. When an airplane crashes engineers look into the black box to study what went wrong. However, black boxes also have stories of success, but we rarely look to them for those narratives. Memories, like a black box, are nearly permanent records. Black boxes are stored in reinforced shells designed to survive 30 minutes in 2000-degree Fahrenheit heat as well as submersion in 20,000 feet deep water.Your black box is filled with helpful memories, but so often you fail to look into your black box to pull wisdom from it. Sometimes we do not want to open the black box and look in because it means seeing our hardships replayed, seeing things that cause us fear and pain. As you peer into my black box, it will inspires you to look into your own. Our black boxes are filled with explanations of why we crash as well as stories of how we have soared above turbulence.Most of these chapters have been developed as self encapsulated stories from which a moral can be drawn without reference to previous chapters. I share the story of my life knowing that my achievements outstrip those of the average person by only a modest margin. The validity of this work lies in the distance between my starting point and where I stand today. This book is about you. It should drive you to consult your black box as you adventure through life, and to use the experience, strength and resolve that you already have to make your journey easier and more enjoyable.
Book Synopsis Challenges in Language Testing Around the World by : Betty Lanteigne
Download or read book Challenges in Language Testing Around the World written by Betty Lanteigne and published by Springer Nature. This book was released on 2021-02-17 with total page 553 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book combines insights from language assessment literacy and critical language testing through critical analyses and research about challenges in language assessment around the world. It investigates problematic practices in language testing which are relevant to language test users such as language program directors, testing centers, and language teachers, as well as teachers-in-training in Graduate Diploma and Master of Arts in Applied Linguistics programs. These issues involve aspects of language testing such as test development, test administration, scoring, and interpretation/use of test results. Chapters in this volume discuss insights about language testing policy, testing world languages, developing program-level language tests and tests of specific language skills, and language assessment literacy. In addition, this book identifies two needs in language testing for further examination: the need for collaboration between language test developers, language test users, and language users, and the need to base language tests on real-world language use.
Book Synopsis Data Science for Economics and Finance by : Sergio Consoli
Download or read book Data Science for Economics and Finance written by Sergio Consoli and published by Springer Nature. This book was released on 2021 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.
Download or read book Black Box written by Jennifer Egan and published by Hachette UK. This book was released on 2012-09-06 with total page 44 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'Close your eyes and slowly count backward from ten.' America, the near future. A young spy on a mission logs her observations. The result is an intense thriller, and a minute dissection of the experience of a woman whose beauty is also her camouflage, for whom control relies on submission: a woman whose success - whose life - depends on being seen and not seen. Originally published online via Twitter by @NYerFiction, Jennifer Egan's first new fiction since the phenomenal success of A Visit From the Goon Squad is a taut, compulsive work of unrelenting genius.
Book Synopsis The Black Box Society by : Frank Pasquale
Download or read book The Black Box Society written by Frank Pasquale and published by Harvard University Press. This book was released on 2015-01-05 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every day, corporations are connecting the dots about our personal behavior—silently scrutinizing clues left behind by our work habits and Internet use. The data compiled and portraits created are incredibly detailed, to the point of being invasive. But who connects the dots about what firms are doing with this information? The Black Box Society argues that we all need to be able to do so—and to set limits on how big data affects our lives. Hidden algorithms can make (or ruin) reputations, decide the destiny of entrepreneurs, or even devastate an entire economy. Shrouded in secrecy and complexity, decisions at major Silicon Valley and Wall Street firms were long assumed to be neutral and technical. But leaks, whistleblowers, and legal disputes have shed new light on automated judgment. Self-serving and reckless behavior is surprisingly common, and easy to hide in code protected by legal and real secrecy. Even after billions of dollars of fines have been levied, underfunded regulators may have only scratched the surface of this troubling behavior. Frank Pasquale exposes how powerful interests abuse secrecy for profit and explains ways to rein them in. Demanding transparency is only the first step. An intelligible society would assure that key decisions of its most important firms are fair, nondiscriminatory, and open to criticism. Silicon Valley and Wall Street need to accept as much accountability as they impose on others.
Book Synopsis Microfoundations of Institutions by : Patrick Haack
Download or read book Microfoundations of Institutions written by Patrick Haack and published by Emerald Group Publishing. This book was released on 2019-11-25 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: The notion of microfoundations has received growing interest in neo-institutional theory along with an increasing interest in microfoundational research in disciplines such as strategic management and organizational economics.
Download or read book Boxes written by Susanne Bauer and published by . This book was released on 2020-10-13 with total page 628 pages. Available in PDF, EPUB and Kindle. Book excerpt: A book full of boxes. A box in itself. An unboxing. This book explores boxes in their broadest sense and size. It invites us to step into the field, unravel how and why things are contained and how it might be otherwise. By turning the focus of Science and Technology Studies (STS) to boxing practices, this collation of essays examines boxes as world-making devices. Gathered in the format of a field guide, it offers an introduction to ways of ordering the world, unpacking their boxed-up, largely invisible politics and epistemics. Performatively, pushing against conventional uses of academic books, this volume is about rethinking taken-for-granted formats and infrastructures of scholarly ordering - thinking, writing, reading. It diverges from encyclopedic logics and representative overviews of boxing practices and the architectural organization of monographs and edited volumes through a single, overarching argument. This book asks its users to leave well-trodden paths of linear and comprehensive reading and invites them to read sideways, creating their own orders through associations and relating. Thus, this book is best understood as an intervention, a beginning, an open box, a slim volume that needs expansion and further experiments with ordering by its users.
Book Synopsis Working Inside the Black Box by : Paul Black
Download or read book Working Inside the Black Box written by Paul Black and published by Granada Learning. This book was released on 2004 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offers practical advice on using and improving assessment for learning in the classroom.
Book Synopsis Implementation and the Policy Process by : Dennis Palumbo
Download or read book Implementation and the Policy Process written by Dennis Palumbo and published by Praeger. This book was released on 1990-03-09 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents an overview of why implementation research has contributed to a major reconsideration of the process of policy formation and offers conceptual frameworks that employ implementation research to develop a fuller understanding of the entire policy process. The contributors caution the error of assuming that implementation is the main factor in policy making and that once implementation is taken care of, policies will be effective. They attempt to place implementation in the broader policymaking process and show its relationship to the other parts of the policy cycle. Additionally, several of the contributors develop explanatory models that cut across the research dichotomies of the prevailing top-down and bottom-up approaches and establish an agenda for future research.
Download or read book Black Box Voting written by Bev Harris and published by Talion Publishing. This book was released on 2004 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: The definitive expose on electronic voting. 328 footnotes. Over 100 cases documented where voting machines miscounted elections, internal memos, details about the source code and programming that controls voting machines used worldwide.
Download or read book Black Box written by Julie Schumacher and published by Delacorte Press. This book was released on 2008-08-26 with total page 178 pages. Available in PDF, EPUB and Kindle. Book excerpt: WHEN DORA, ELENA’S older sister, is diagnosed with depression and has to be admitted to the hospital, Elena can’t seem to make sense of their lives anymore. At school, the only people who acknowledge Elena are Dora’s friends and Jimmy Zenk—who failed at least one grade and wears blackevery day of the week. And at home, Elena’s parents keep arguing with each other. Elena will do anything to help her sister get better and get their lives back to normal—even when the responsibility becomes too much to bear.
Book Synopsis The Interaction Between Competition Law and Corporate Governance by : Florence Thépot
Download or read book The Interaction Between Competition Law and Corporate Governance written by Florence Thépot and published by Cambridge University Press. This book was released on 2019-02-14 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: Florence Thépot provides the first systematic account of the interaction between competition law and corporate governance. She challenges the 'black box' conception of the firm- or 'undertaking' - in competition law, as applied to increasingly complex corporate relations. The book opens the 'black box' of the firm to understand the internal drivers of collusive behaviour, and proposes a unified approach to cartel enforcement, based on the agency theory. It explores key issues including corporate compliance programmes, the attribution of liability in corporate groups, and structural links between competitors, and should be read by anyone interested in how the evolution of the corporate landscape impacts competition law.
