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Transparency and Interpretability for Learned Representations of Artificial Neural Networks

Transparency and Interpretability for Learned Representations of Artificial Neural Networks
Transparency and Interpretability for Learned Representations of Artificial Neural Networks
English | 2022 | ISBN: 365840003X | 333 Pages | PDF EPUB (True) | 43 MB
Artificial intelligence (AI) is a concept, whose meaning and perception has changed considerably over the last decades. Starting off with individual and purely theoretical research efforts in the 1950s, AI has grown into a fully developed research field of modern times and may arguably emerge as one of the most important technological advancements of mankind. Despite these rapid technological advancements, some key questions revolving around the matter of transparency, interpretability and explainability of an AI's decision-making remain unanswered. Thus, a young research field coined with the general term Explainable AI (XAI) has emerged from increasingly strict requirements for AI to be used in safety critical or ethically sensitive domains. An important research branch of XAI is to develop methods that help to facilitate a deeper understanding for the learned knowledge of artificial neural systems. In this book, a series of scientific studies are presented that shed light on how to adopt an empirical neuroscience inspired approach to investigate a neural network's learned representation in the same spirit as neuroscientific studies of the brain.

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Transnational Securities Regulation

Transnational Securities Regulation
Transnational Securities Regulation: How it Works, Who Shapes it
English | 2023 | ISBN: 3031180623 | 518 Pages | PDF (True) | 12 MB
The book provides an analysis of the emergence, evolution, and transformation of transnational securities regulation and of the influences from and the interactions between global regulatory powers in the field. Combining insights from law and political science, the work employs a two-tier complementary "on-the-books" and "in-action" approach. The more classical "on-the-books" approach draws on scholarship in United States and European Union securities regulation; transnational regulation and global administrative law; regime complexity; global governance studies; and the regulatory production of the International Organisation of Securities Commissions (IOSCO). The law in-action approach leverages the author's experience as Compliance senior professional in a multinational financial institution as well as research interviews with senior IOSCO staff.

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Tibetan Ritual

Tibetan Ritual
Jose Ignacio Cabezon, "Tibetan Ritual"
English | ISBN: 0195392817 | 2009 | 320 pages | EPUB | 3 MB
Ritual is one of the most pervasive religious phenomena in the Tibetan cultural world. Despite its ubiquity and importance to Tibetan cultural life, however, only in recent years has Tibetan ritual been given the attention it deserves. This is the first scholarly collection to focus on this

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The integration of immigrants into American society

The integration of immigrants into American society
The integration of immigrants into American society By The National Academies of Science, Engineering, and Medicine
2015 | 400 Pages | ISBN: 0309373980 | PDF | 9 MB
The United States prides itself on being a nation of immigrants, and the country has a long history of successfully absorbing people from across the globe. The integration of immigrants and their children contributes to our economic vitality and our vibrant and ever changing culture. We have offered opportunities to immigrants and their children to better themselves and to be fully incorporated into our society and in exchange immigrants have become Americans - embracing an American identity and citizenship, protecting our country through service in our military, fostering technological innovation, harvesting its crops, and enriching everything from the nation's cuisine to its universities, music, and art. Today, the 41 million immigrants in the United States represent 13.1 percent of the U.S. population. The U.S.-born children of immigrants, the second generation, represent another 37.1 million people, or 12 percent of the population. Thus, together the first and second generations account for one out of four members of the U.S. population. Whether they are successfully integrating is therefore a pressing and important question. Are new immigrants and their children being well integrated into American society, within and across generations? Do current policies and practices facilitate their integration? How is American society being transformed by the millions of immigrants who have arrived in recent decades? To answer these questions, this new report from the National Academies of Sciences, Engineering, and Medicine summarizes what we know about how immigrants and their descendants are integrating into American society in a range of areas such as education, occupations, health, and language.

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The Writer's Portable Mentor A Guide to Art, Craft, and the Writing Life, Second Edition Ed 2

The Writer's Portable Mentor A Guide to Art, Craft, and the Writing Life, Second Edition Ed 2
Priscilla Long, "The Writer's Portable Mentor: A Guide to Art, Craft, and the Writing Life, Second Edition Ed 2"
English | ISBN: 082636005X | 2018 | 368 pages | EPUB | 482 KB
Designed to mentor writers at all levels, from beginning to quite advanced, The Writer's Portable Mentor offers a wealth of insight and crafting models from the author's twenty-plus years of teaching and creative thought. The book provides tools for structuring a book, story, or essay. It trains writers in observation and in developing a poet's ear for sound in prose. It scrutinizes the sentence strategies of the masters and offers advice on how to publish. This second edition is updated to account for changes in the publishing industry and provides hundreds of new craft models to inspire, guide, and develop every writer's work.

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