They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.

    With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication.Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligenceThis book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

    

    Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook.

    So when he finds out that someone very important to him is working on a US container ship in the treacherous seas off the East African coast, he fears the worst.Within days the ship is hijacked by pirates. Taking matters into his own hands, Ben embarks upon the most daring rescue mission of his career … because this is no ordinary hostage situation.There is something on board the ship that’s more precious than life itself – and a bloodthirsty tyrant will kill to possess it.As events spiral out of control, Ben Hope’s skill and resourcefulness will be tested like never before. Ben would die to protect those close to him, but in a hostile environment, against ruthless warriors, even the ultimate sacrifice might not be enough…THE DEVIL’S KINGDOMHeld hostage by a despicable tyrant in the heart of Africa, it’s not looking good for Ben Hope.General Khosa’s lust for blood is matched only by his lust for power – and he wants to use Ben’s superior military skills to turn his rabble of inexperienced boys into an army of lethal soldiers.If Ben refuses, Khosa will kill the person he loves most. If he cooperates, he’ll bring more death and devastation to the world’s most violent, war-torn nation.Either way, Ben will have blood on his hands – unless he can defeat Khosa. It seems an impossible task. But for Ben Hope, anything is possible…

    Essentially, you are estimating a probability, but then updating that estimate based on other things that you know. This book is designed to give you an intuitive understanding of how to use Bayes Theorem. It starts with the definition of what Bayes Theorem is, but the focus of the book is on providing examples that you can follow and duplicate. Most of the examples are calculated in Excel, which is useful for updating probability if you have dozens or hundreds of data points to roll in.

    When her favourite writer, Peter Lovesey, is due to appear at the Emirates Literature Festival, she is beyond thrilled. What will she do then when her husband changes their plans at the last minute?

    Based on the remarkable story of `The U-boat that lost its Nerve'(formerly a radio play by James Follett) , U-700 is an account of the surrender of a U-boat (actually U-570) to an RAF Hudson during World War II and the subsequent illegal court martial of the U-boat's first officer by his fellow officers in a POW camp.

    How far will Solen go to keep her safe from the opposing forces, as well as the members of his own army?

    

    S. Parker for your reading pleasure.Four complete series included plus Book 1 of the upcoming MS Parker series, Dom X. Only available for a limited time.Get lost in the sexy world of MS Parker tonight.The series include: Dom X - Book 1, Sinful Desires Book 1 - 5, Casual Encounter Book 1-5, Twisted Affair Book 1 - 5 and Exotic Desires Book 1-3

    No Dork Diaries collection is complete without this boxed set of Dork Diaries #7, #8, and #9!Books seven, eight, and nine in the wildly popular New York Times, USA TODAY, and Publishers Weekly bestselling Dork Diaries series are all available in one dorktastic boxed set!This boxed set includes Dork Diaries 7: Tales from a Not-So-Glam TV Star, Dork Diaries 8: Tales from a Not-So-Happily Ever After, and Dork Diaries 9: Tales from a Not-So-Dorky Drama Queen.

    

    Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms.