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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.
This historical study “persuasively links the reception of Yugoslav migrants to West Germany’s shifting relationship to the Nazi past . . . essential reading” (Tara Zahra, author of The Great Departure). During Europe’s 2015 refugee crisis, more than a hundred thousand asylum seekers from the western Balkans sought refuge in Germany. This was nothing new, however. Immigrants from the Balkans have streamed into West Germany in massive numbers since the end of the Second World War. In fact, Yugoslavs became the country’s second largest immigrant group. Yet their impact has received little critical attention until now. Memory, Politics, and Yugoslav Migrations to Postwar Germany tells...
This insightful book thoroughly examines how the EU’s return acquis is inspired by, and integrates, international migration and human rights law. It also explores how this body of EU law has shaped international law-making relating to the removal of non-nationals.
DigiCat Publishing presents to you this special edition of "The Devil" by Ferenc Molnár. DigiCat Publishing considers every written word to be a legacy of humankind. Every DigiCat book has been carefully reproduced for republishing in a new modern format. The books are available in print, as well as ebooks. DigiCat hopes you will treat this work with the acknowledgment and passion it deserves as a classic of world literature.
Eva Zimmermann is eight years old, and she has just discovered she is Jewish. Such is the life of an only child living in postwar Bucharest, a city that is changing in ever more frightening ways. Eva's family, full of eccentric and opinionated adults, will do absolutely anything to keep her safe—even if it means hiding her identity from her. With razor-sharp depictions of her animated relatives, Haya Leah Molnar's memoir of her childhood captures with touching precocity the very adult realities of living behind the iron curtain. Under a Red Sky is a 2011 Bank Street - Best Children's Book of the Year.
Axons are neuronal output elements and are responsible for the transfer and processing of signals from one neuron to another, even over very large distances. For a given neuronal cell type, axons are unique and display very heterogeneous patterns with respect to shape, length and target structure. Axons are the usually long process of a nerve fiber that generally conducts impulses away from the body of the nerve cell. This book is intended to summarize recent findings covering morphological, physiological, developmental, computational and pathophysiological aspects of axons. It attempts to cover new findings concerning axonal structure and functions together with their implications for signal transduction, processes implicated in the formation of axonal arbors and the transport of subcellular elements to their targets, and finally how a dysfunction in one or several of these steps could lead to axonal degeneration and ultimately to neurodegenerative diseases.
In America, liberalism brings prosperity to the majority? False. In America, "anything is possible" for those who work hard? False. In America, the unemployment rate is minimal? False. In America, poverty is relative and the poor live "like modest Europeans?" False. In America, those excluded from the health care system receive free care when they really need it? False—really false. In an excellent investigation, with clear and relevant examples, Michel Desmurget shatters the myth of a beautiful and prosperous America where everyone can succeed as long as they are hardworking and courageous. Taking the opposite view of the current dominant discourse on the virtues of the Anglo-Saxon libera...
This book is a printed edition of the Special Issue entitled “Anticancer Agents: Design, Synthesis and Evaluation” that was published in Molecules. Two review articles and thirty research papers are included in the Special Issue. Three second-generation androgen receptor antagonists that have been approved by the U.S. FDA for the treatment of prostate cancer have been reviewed. Identification of mimics of protein partners as protein-protein interaction inhibitors via virtual screening has been summarized and discussed. Anticancer agents targeting various protein targets, including IGF-1R, Src, protein kinase, aromatase, HDAC, PARP, Toll-Like receptor, c-Met, PI3Kdelta, topoisomerase II, ...
Prompt gamma activation analysis (PGAA) is a unique, non-destructive nuclear analytical method with multi-element capabilities. It is most effective if intense neutron beams (especially cold beams) of nuclear reactors are used to induce the prompt gamma radiation. Based largely on the authors' pioneering research in cold neutron PGAA, the handbook describes the methodology in self-contained manner and reviews recent applications. The library of prompt gamma ray data and spectra for all natural elements is a unique aid to the practitioner. The level is understandable by a broad audience, which facilitates teaching and training. The Handbook of Prompt Gamma Activation Analysis is a comprehensive handbook written for those practising the method, wanting to implement it at a reactor facility, or just looking for a powerful non-destructive method of element analysis. The book is also useful for nuclear physics, chemistry and engineering scientists, scholars and graduate students interested in neutron-induced gamma ray spectroscopy and nuclear analytical methods.
This book provides an important study of the theology of Thomas F. Torrance, who is generally considered to have been one of the most significant theologians writing in English during the twentieth century, with a view toward showing how his theological method and all his major doctrinal views were shaped by his understanding of the doctrine of the Trinity. Torrance pursued a theology that was realist because he attempted to think in accordance with the unique nature of the object that is known. In holding to such a methodology, he drew an analogy between theology and natural science.This book demonstrates how, for Torrance, God relates with humanity within time and space so that creation finds its meaning in relation to God and not in itself; this enabled him to avoid many theological pitfalls such as agnosticism, subjectivism and dualism while explaining the positive implications of various Christian doctrines in a penetrating and compelling manner. This book offers an important resource for students of theology and for scholars who are interested in seeing how serious dogmatic theology shapes and should shape our understanding of the Christian life.