Data Mining: Practical Machine Learning Tools and Techniques, Third Edition, offers a thorough grounding in machine learning concepts as well as practical advice on applying machine learning tools and techniques in real-world data mining situations. This highly anticipated third edition of the most acclaimed work on data mining and machine learning will teach you everything you need to know about preparing inputs, interpreting outputs, evaluating results, and the algorithmic methods at the heart of successful data mining. Thorough updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including new material on Data Transformations, Ensemble Learning, Massive Data Sets, Multi-instance Learning, plus a new version of the popular Weka machine learning software developed by the authors. Witten, Frank, and Hall include both tried-and-true techniques of today as well as methods at the leading edge of contemporary research. The book is targeted at information systems practitioners, programmers, consultants, developers, information technology managers, specification writers, data analysts, data modelers, database R&D professionals, data warehouse engineers, data mining professionals. The book will also be useful for professors and students of upper-level undergraduate and graduate-level data mining and machine learning courses who want to incorporate data mining as part of their data management knowledge base and expertise. Provides a thorough grounding in machine learning concepts as well as practical advice on applying the tools and techniques to your data mining projects Offers concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods Includes downloadable Weka software toolkit, a collection of machine learning algorithms for data mining tasks-in an updated, interactive interface. Algorithms in toolkit cover: data pre-processing, classification, regression, clustering, association rules, visualization
On December 11, 1941, All-American football player Dave Schreiner wrote to his parents, "I'm not going to sit here snug as a bug, playing football, when others are giving their lives for their country. . . . If everyone tried to stay out of it, what a fine country we'd have!" Schreiner didn't stay out of it. Neither did his Wisconsin Badger teammates, including friend and cocaptain Mark "Had" Hoskins and standouts "Crazylegs" Hirsch and Pat Harder. After that legendary 1942 season, the Badgers scattered to serve, fight, and even die around the world. This fully revised edition of the popular hardcover includes follow-up research and updates about many of the '42 Badgers, plus a new foreword by Pulitzer Prize-winning journalist and author David Maraniss. Readers and reviewers agree: Terry Frei's heart-wrenching story of Schreiner and his band of brothers is much more than one team's tale. It's an All-American story.
Outlaw Pete is a modern legend of a criminal who starts out in diapers and confronts the roughest edges of adulthood. It's one of the most ambitious and original story songs Springsteen has written. When Bruce Springsteen was a little boy, he learned the story of Brave Cowboy Bill, about a pure-hearted little cowboy. It was the first of Bruce's Western loves, which now range from John Ford movies to Mexican music to Native American art. Each of these inspirations, plus what he's learned as a man and a rock 'n' roller about how to combine whimsy and wisdom, were stations on the way to Outlaw Pete, a modern legend of a criminal who starts out in diapers and confronts the roughest edges of adulthood. It's one of the most ambitious and original story songs Springsteen has written-rhapsodic and harsh, a meditation on destiny, filled with absurdities but not for one second of its eight minutes exactly a joke. It's an elaborate musical drama, weaving into a single tapestry several styles of rock and an orchestration reminiscent of a Morricone soundtrack. Outlaw Pete is an adult book, illustrated by Frank Caruso, who drew and painted its pages. Caruso does more than illustrate the song. His approach, immaculately detailed, simple when it needs to be, parallels Springsteen's blend of absurdity and meditation. The questions about destiny remain unanswered, as they must be, but they're also brought into a different kind of focus. Details that pass by almost unnoticed in the lyrics become central. Reading and listening have rarely so superbly complemented each other. The result becomes the most intense kind of artistic collaboration, a vision shared. But I'm not trying to start anything, so buy it, don't steal it, OK? -Dave Marsh
Les sites de production de pétrole ne correspondant pas la plupart du temps aux lieux de consommation, le pétrole fut dès l'origine un produit transporté sur de longues distances, soit par voie maritime, soit par oléoducs.Parce que les routes du pétrole (et de plus en plus souvent du gaz) ne sont pas immuables et que leur tracé est déterminé par l'essor économique, les tensions géopolitiques et les progrès des techniques, elles sont un excellent baromètre de l'activité, de l'inventivité et des relations internationales. Cet ouvrage, dans une perspective pluridisciplinaire (historiens, géographes, géopoliticiens, décideurs, ingénieurs...), tâche d'en comprendre les enjeux et les conséquences sur les problématiques contemporaines.Oil production sites do not correspond to the areas of consumption in the majority of cases, as of the outset oil was a product transported over long distances, either by maritime routes or by pipelines. The oil routes (and natural gas routes) are not immutable, and their locations are determined by economic vigor, geopolitical tensions and technical progress. So, they have been the heart and the barometer of economic, technical and geopolitical rhythms of the planet. This book, in a multidisciplinary perspective (historians, geographers, geopoliticians, decision-makers, engineers, ...) tries to explain issues and consequences of oil routes on contemporary issues.