Download or read book An Introduction to Statistical Learning written by Gareth James and published by Springer Nature. This book was released on 2023-08-01 with total page 617 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.
Download or read book An Introduction to Book History written by David Finkelstein and published by Routledge. This book was released on 2006-03-13 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a comprehensive introduction to books and print culture which examines the move from the spoken word to written texts, the book as commodity, the power and profile of readers, and the future of the book in an electronic age.
Download or read book Reinforcement Learning second edition written by Richard S. Sutton and published by MIT Press. This book was released on 2018-11-13 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence. Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics. Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.
Download or read book An Introduction to the Book of Abraham written by John Laurence Gee and published by . This book was released on 2016-11-30 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: When the Book of Abraham was first published to the world in 1842, it was published as "a translation of some ancient records that have fallen into [Joseph Smith's] hands from the catacombs of Egypt, purporting to be the writings of Abraham while he was in Egypt, called 'The Book of Abraham, Written by his Own Hand, upon Papyrus.'" The resultant record was thus connected with the papyri once owned by Joseph Smith, though which papyrus of the four or five in his possession was never specified. Those papyri would likely interest only a few specialists--were the papyri not bound up in a religious controversy. This controversy covers a number of interrelated issues, and an even greater number of theories have been put forward about these issues. Given the amount of information available, the various theories, and the variety of fields of study the subject requires, misunderstandings and misinformation often prevail. The goal with the Introduction to the Book of Abraham is to make reliable information about the Book of Abraham accessible to the general reader.
Download or read book The Caucasus written by Thomas De Waal and published by . This book was released on 2019 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new edition of The Caucasus is a thorough update of an essential guide that has introduced thousands of readers to a complex region. Armenia, Azerbaijan, Georgia and the break-away territories that have tried to split away from them constitute one of the most diverse and challenging regions on earth, impressing the visitor with their multi-layered history and ethnic complexity. Over the last few years, the South Caucasus region has captured international attention again because of disputes between the West and Russia, its unresolved conflicts, and its role as an energy transport corridor to Europe. The Caucasus gives the reader a historical overview and an authoritative guide to the three conflicts that have blighted the region. Thomas de Waal tells the story of the "Five-Day War" between Georgia and Russia and recent political upheavals in all three countries. He also finds time to tell the reader about Georgian wine, Baku jazz and how the coast of Abkhazia was known as "Soviet Florida." Short, stimulating and rich in detail, The Caucasus is the perfect guide to this fascinating and little-understood region.
Download or read book Film written by William H. Phillips and published by Macmillan. This book was released on 2009-01-02 with total page 780 pages. Available in PDF, EPUB and Kindle. Book excerpt: This clear, well illustrated text takes the reader through the basics of film analysis, drawing on a wide range of film for discussion. Questions of genre and the contexts and meanings of film are considered.
Download or read book Heidegger written by Richard Polt and published by Routledge. This book was released on 2013-10-16 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: Heidegger is a classic introduction to Heidegger's notoriously difficult work. Truly accessible, it combines clarity of exposition with an authoritative handling of the subject-matter. Richard Polt has written a work that will become the standard text for students looking to understand one of the century's greatest minds.
Download or read book A Handbook of Jazz written by Barry Ulanov and published by Greenwood Publishing Group. This book was released on 1975 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book An Introduction to the Old Testament Prophetic Books written by C. Hassell Bullock and published by Moody Publishers. This book was released on 2007-05-01 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Old Testament prophets spoke to Israel in times of historical and moral crisis. They saw themselves as being a part of a story that God was weaving throughout history--a story of repentance, encouragement, and a coming Messiah. In this updated introductory book, each major and minor prophet and his writing are clustered with the major historical events of their time. Our generational distance from the age of the prophets might seem to be a measureless chasm. Yet we dare not make the mistake of assuming that passing years have rendered irrelevant not only the Old Testament prophets, but also the God who comprehends, spans, and transcends all time. In these pages, C. Hassell Bullock presents a clear picture of some of history's most profound spokesmen--the Old Testament prophets--and the God who shaped them.
Download or read book The Nazis Knew My Name written by Magda Hellinger and published by Simon and Schuster. This book was released on 2022-03-15 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: The “thought-provoking…must-read” (Ariana Neumann, author of When Time Stopped) memoir by a Holocaust survivor who saved an untold number of lives at Auschwitz through everyday acts of courage and kindness—in the vein of A Bookshop in Berlin and The Nazi Officer’s Wife. In March 1942, twenty-five-year-old kindergarten teacher Magda Hellinger and nearly a thousand other young women were deported as some of the first Jews to be sent to the Auschwitz concentration camp. The SS soon discovered that by putting prisoners in charge of the day-to-day accommodation blocks, they could deflect attention away from themselves. Magda was one such prisoner selected for leadership and put in charge of hundreds of women in the notorious Experimental Block 10. She found herself constantly walking a dangerously fine line: saving lives while avoiding suspicion by the SS and risking execution. Through her inner strength and shrewd survival instincts, she was able to rise above the horror and cruelty of the camps and build pivotal relationships with the women under her watch, and even some of Auschwitz’s most notorious Nazi senior officers. Based on Magda’s personal account and completed by her daughter’s extensive research, this is “an unputdownable account of resilience and the power of compassion” (Booklist) in the face of indescribable evil.
Download or read book An Introduction to Machine Learning written by Miroslav Kubat and published by Springer. This book was released on 2017-08-31 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook presents fundamental machine learning concepts in an easy to understand manner by providing practical advice, using straightforward examples, and offering engaging discussions of relevant applications. The main topics include Bayesian classifiers, nearest-neighbor classifiers, linear and polynomial classifiers, decision trees, neural networks, and support vector machines. Later chapters show how to combine these simple tools by way of “boosting,” how to exploit them in more complicated domains, and how to deal with diverse advanced practical issues. One chapter is dedicated to the popular genetic algorithms. This revised edition contains three entirely new chapters on critical topics regarding the pragmatic application of machine learning in industry. The chapters examine multi-label domains, unsupervised learning and its use in deep learning, and logical approaches to induction. Numerous chapters have been expanded, and the presentation of the material has been enhanced. The book contains many new exercises, numerous solved examples, thought-provoking experiments, and computer assignments for independent work.
Download or read book Ideology written by Terry Eagleton and published by Verso Books. This book was released on 2020-05-05 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ideology has never before been so much in evidence as a fact, and so little understood as a concept, as it is today. In this now classic work, originally written for both students and for those already familiar with the debates around the concept, the celebrated literary theorist Terry Eagleton unravels its many definitions, exploring its tortuous history from the Enlightenment to the present. A limpid account of the thought of key Marxist thinkers, as well as that of philosophers from Schopenhauer and Nietzsche to Freud and the post-structuralists, and a political reformulation of a vital set of ideas, Ideology: An Introduction is an essential text by one of our most important contemporary critics.
Download or read book An Introduction to Art written by Charles Harrison and published by Yale University Press. This book was released on 2020-03-10 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: At once engaging, personal, and analytical, this book provides the intellectual resources for the critical understanding of art Charles Harrison’s landmark book offers an original, clear, and wide-ranging introduction to the arts of painting and sculpture, to the principal artistic print media, and to the visual arts of modernism and post-modernism. Covering the entire history of art, from Paleolithic cave painting to contemporary art, it provides foundational guidance on the basic character and techniques of the different art forms, on the various genres of painting in the Western tradition, and on the techniques of sculpture as they have been practiced over several millennia and across a wide range of cultures. Throughout the book, Harrison discusses the relative priorities of aesthetic appreciation and historical inquiry, and the importance of combining the two approaches. Written in a style that is at once graceful, engaging, and personal, as well as analytical and exact, this illuminating book offers an impassioned and timely defense of the importance and value of the firsthand encounter with works of art, whether in museums or in their original locations.
Download or read book You written by Michael P. Jensen and published by . This book was released on 2017-11-08 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: Michael Jensen explores a biblical view of what it means to be a human. Ideal for young Christians (15-25).
Download or read book An Introduction to Public International Law written by Cecily Rose and published by Cambridge University Press. This book was released on 2022-03-03 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides an accessible, balanced, and nuanced introduction to public international law, with examples of how the law applies in practice.
Download or read book An Introduction to Interdisciplinary Toxicology written by Carey N. Pope and published by Academic Press. This book was released on 2020-03-06 with total page 644 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Introduction to Interdisciplinary Toxicology: From Molecules to Man integrates the various aspects of toxicology, from "simple” molecular systems, to complex human communities, with expertise from a spectrum of interacting disciplines. Chapters are written by specialists within a given subject, such as a chemical engineer, nutritional scientist, or a microbiologist, so subjects are clearly explained and discussed within the toxicology context. Many chapters are comparative across species so that students in ecotoxicology learn mammalian toxicology and vice versa. Specific citations, further reading, study questions, and other learning features are also included. The book allows students to concurrently learn concepts in both biomedical and environmental toxicology fields, thus better equipping them for the many career opportunities toxicology provides. This book will also be useful to those wishing to reference how disciplines interact within the broad field of toxicology. Covers major topics and newer areas in toxicology, including nanotoxicology, Tox21, epigenetic toxicology, and organ-specific toxicity Includes a variety of perspectives to give a complete understanding of toxicology Written by specialists within each subject area, e.g., a chemical engineer, to ensure concepts are clearly explained
Download or read book Existentialism written by Kevin Aho and published by John Wiley & Sons. This book was released on 2014-04-10 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: Existentialism: An Introduction provides an accessible and scholarly introduction to the core ideas of the existentialist tradition. Kevin Aho draws on a wide range of existentialist thinkers in chapters centering on the key themes of freedom, being-in-the-world, alienation, nihilism, anxiety and authenticity. He also addresses important but often overlooked issues in the canon of existentialism, with discussions devoted to the role of embodiment, the movement’s contribution to ethics, politics, and environmental and comparative philosophies, as well as its influence on contemporary psychiatry and psychotherapy. The enduring relevance of existentialism is shown by applying existentialist ideas to contemporary philosophical discussions of interest to a wide audience. The book covers secular thinkers such as Heidegger, Merleau-Ponty, Nietzsche, Sartre, Camus, and Beauvoir as well as religious authors, such as Buber, Dostoevsky, Marcel, and Kierkegaard. In this engaging and accessible text Aho shows why existentialism cannot be easily dismissed as a moribund or outdated movement. In the aftermath of 'God’s death', existentialist philosophy engages questions with lasting philosophical significance, questions such as 'Who am I?' and 'How should I live?' By showing how existentialism offers insight into what it means to be human, the author illuminates existentialism’s enduring value. Existentialism: An Introduction provides the ideal introduction for upper level students and anyone interested in knowing more about one of the most vibrant and important areas of philosophy today.
