Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, recognize faces or spoken speech, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. "Introduction to Machine Learning" is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. It discusses many methods based in different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining, in order to present a unified treatment of machine learning problems and solutions. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.After an introduction that defines machine learning and gives examples of machine learning applications, the book covers supervised learning, Bayesian decision theory, parametric methods, multivariate methods, dimensionality reduction, clustering, nonparametric methods, decision trees, linear discrimination, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, combining multiple learners, and reinforcement learning.

    It is literature which draws on popular culture, and engages in speculation about science, history, and all varieties of social relations. This volume brings together essays by scholars and practitioners of science fiction, which look at the genre from different angles. It examines science fiction from Thomas More to the present day; and introduces important critical approaches (including Marxism, postmodernism, feminism and queer theory).

    It explores the classic races of elves and halflings, including new rules, information for interaction, new spells, and new magic items attuned to each race. In addition to information on the two major races, a new race is introduced. There is expanded information on subraces, along with a wealth of cultural information and new prestige classes, feats, equipment, spells, and magic items.

    This third edition has been updated toreflect current best practices andthe abundance of changes introduced by the latest version of thelanguage, Python 2.5.Whether you're a novice or an advancedpractitioner, you'll find thisrefreshed book more than lives up to its reputation. "ProgrammingPython," 3rd Edition, teaches you the rightway to code. It explains Python language syntax and programmingtechniques in a clear and concisemanner, with numerous examples that illustrate both correct usage andcommon idioms. By reading thiscomprehensive guide, you'll learn how to apply Python in real-worldproblem domains such as: GUI programmingInternet scriptingParallel processingDatabase managementNetworked applications"Programming Python," Third Edition coverseach of thesetarget domainsgradually, beginning with in-depth discussions of core concepts andthen progressing toward completeprograms. Large examples do appear, but only after you've learnedenough to understand their techniques andcode.Along the way, you'll also learn how to use the Python language inrealistically scaled programs--concepts such as Object-Oriented Programming (OOP) and code reuseare recurring side themes throughout thistext. If you're interested in Python programming, then this O'Reillyclassic needs to be within arm's reach. Thewealth of practical advice, snippets of code, and patterns of programdesign can all be put into use on adaily basis--making your life easier and more productive.Reviews of the second edition:.".".about as comprehensive as any book can be.""--Dr. Dobb's Journal""If the language had manuals, they would undoubtedlybe the texts from O'Reilly...'Learning Python' and 'Programming Python'are definitive treatments.""--SD Times

    With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your understanding back into the organization through business plans, metrics dashboards, and other applications.Along the way, you'll experiment with concepts through hands-on workshops at the end of each chapter. Above all, you'll learn how to think about the results you want to achieve -- rather than rely on tools to think for you.Use graphics to describe data with one, two, or dozens of variablesDevelop conceptual models using back-of-the-envelope calculations, as well asscaling and probability argumentsMine data with computationally intensive methods such as simulation and clusteringMake your conclusions understandable through reports, dashboards, and other metrics programsUnderstand financial calculations, including the time-value of moneyUse dimensionality reduction techniques or predictive analytics to conquer challenging data analysis situationsBecome familiar with different open source programming environments for data analysisFinally, a concise reference for understanding how to conquer piles of data.--Austin King, Senior Web Developer, MozillaAn indispensable text for aspiring data scientists.--Michael E. Driscoll, CEO/Founder, Dataspora

    Written from a computer science perspective by three leading experts in the field, it gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Although originally designed as the primary text for a graduate or advanced undergraduate course in information retrieval, the book will also create a buzz for researchers and professionals alike.

    The "Dungeon Master's Guide II "builds upon existing materials in the"Dungeon Master's Guide." It is specifically designed to facilitate play, especiallywhen the Dungeon Master has a limited amount of preparation time. Chapters include discussion on running a game, designing adventures, building and using prestige classes, and creating campaign settings. Ready-made game elements include instant traps, pre-generated locations, treasures, and a fully realized and rendered town. JESSE DECKER is the development manager for Wizards of the Coast, Inc.whose recent roleplaying game design credits include "Complete Adventurer"(TM), "Races of Stone"(TM), and "Unearthed Arcana"(TM). DAVID NOONAN is an RPG designer/developer at Wizards of the Coast, Inc. Recent credits include authoring "Complete Divine"(TM) and co-authoring "Races of Stone "and "Unearthed Arcana." CHRIS THOMASSON previously served as Editor-in-Chief of "Dungeon"(R)Magazine. His design credits include "Fiend Folio"(TM) and "Monster Manual"(TM)"III," as well as "Bow and Blade "for Green Ronin Publishing. JAMES JACOBS is the associate editor of "Dungeon"(R) Magazine and has published numerous articles in "Dragon"(R) Magazine. His most recent credits with Wizards of the Coast, Inc. include co-authoring "The Book of Aberrations," "Races of Faerun"(TM), and "Frostburn"(TM). ROBIN D. LAWS, game designer and novelist, is best known for the roleplayinggames "Feng Shui," "Heroquest," and "Dying Earth," along with, "Robin's Laws ofGood Gamemastering."

    Whether torn from the darkest planes of existence or spawned as blights upon the natural world, the creatures bound within these covers will challenge stalwart adventurers of every experience level.This accessory for the D&D game captures over 150 monsters, including some of the most diabolical beings imaginable. While focused on extraplanar and otherworldly creatures, you'll also stumble across new creatures of every type, with Challenge Ratings that range from 1/8 to 25. Along with three new fiendish prestige classes, six new templates, and rules for swarms, grafts, and symbionts, the Fiend Folio offers a multitude of challenges for every hero.To use this supplement, a Dungeon Master also needs the Player's Handbook, and the Dungeon Master's Guide. A player needs only the Player's Handbook.

    George Patton, believed that the Sherman helped win World War II. So which was it: death trap or war winner? Armor expert Steven Zaloga answers that question by recounting the Sherman's combat history. Focusing on Northwest Europe (but also including a chapter on the Pacific), Zaloga follows the Sherman into action on D-Day, among the Normandy hedgerows, during Patton's race across France, in the great tank battle at Arracourt in September 1944, at the Battle of the Bulge, across the Rhine, and in the Ruhr pocket in 1945.

    From moral ethics to the philosophies of religions, The Philosophy Book sheds a light on the famous ideas and thinkers from the ancient world through the present day. Including theories from Pythagoras to Voltaire and Mary Wollstonecraft to Noam Chomsky, The Philosophy Book offers anyone with an interest in philosophy an essential resource to the great philosophers and the views that have shaped our society.

    John Wilson, the work of Martin Heidegger has proved of great interest to architects and architectural theorists.The first introduction to Heidegger's philosophy written specifically for architects and students of architecture introduces key themes in his thinking, which has proved highly influential among architects as well as architectural historians and theorists. This guide familiarizes readers with significant texts and helps to decodes terms as well as providing quick referencing for further reading.This concise introduction is ideal for students of architecture in design studio at all levels; students of architecture pursuing undergraduate and postgraduate courses in architectural theory; academics and interested architectural practitioners. Heidegger for Architects is the second book in the new Thinkers for Architects series.

    It is suitable for a one or two semester university course on AI, as well as for researchers in the field.

    This book offers a beginners guide to his thought, including his views on: * technology* primitivism* reworking Marxism* simulation and hyperreality* America and postmodernism.Richard Lane places Baudrillard's key ideas in the context of French and postmodern thought and examines the ongoing impact of his work. Concluding with an extensively annotated bibliography of the original texts, this is the perfect companion for any student approaching the work of Jean Baudrillard.

    He was an essential figure in the development of philosophy, especially the Western tradition, and he founded the Academy in Athens, the first institution of higher learning in the Western world. Plato's dialogues have been used to teach a range of subjects, including philosophy, logic, ethics, rhetoric, religion and mathematics. His lasting themes include Platonic love, the theory of forms, the five regimes, innate knowledge, among others. His theory of forms launched a unique perspective on abstract objects, and led to a school of thought called Platonism. This collection contains the following works by Plato: Early Works • Apology • Charmides, or Temperance • Crito • Euthyphro • Gorgias • Hippias, Lesser • Hippias, Greater • Ion • Laches • Lysis • Protagoras Transitional Works • Cratylus • Euthydemus • Meno • Parmenides • Phaedo • Phaedrus • Symposium • The Republic Middle Works • Theaetetus Late Works • Critias • Laws • Philebus • Sophist • Statesman • Timaeus Works of Disputed Authorship • Alcibiades I & II • Eryxias • Menexenus • Theages

    This handy paperback dictionary is designed to meet the needs of the growing number of people now learning tospeak Hindi. It provides translations for over 36,000 headwords, using illustrative material to show words in use. Students of Hindi and South Asian studies of all kinds will find extensive coverage of historical Hindi, together with the most up-to-date colloquial and literary vocabulary. In addition, the Urdu vocabulary of Hindi is well represented. Providing contemporary, idiomatic Hindi and English, TheOxford Hindi-English Dictionary is the perfect reference guide for students, businesspeople, and travelers alike.