Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation.Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you'll learn how to analyze sample datasets and write simple machine learning algorithms. "Machine Learning for Hackers" is ideal for programmers from any background, including business, government, and academic research.Develop a naive Bayesian classifier to determine if an email is spam, based only on its textUse linear regression to predict the number of page views for the top 1,000 websitesLearn optimization techniques by attempting to break a simple letter cipherCompare and contrast U.S. Senators statistically, based on their voting recordsBuild a "whom to follow" recommendation system from Twitter data

    Bigger, stronger and more cunning than any other predator in the woods, this murderer has only existed in legends and the nightmares of the few to survive an encounter … until now. Dr. Jake Sanders, world-renowned expert on predators and predatory behavior, is on a quest to find the monster that did far worse than wound him. Deputy Julie Reed, a strong, beautiful and lethal enforcer of justice, fearlessly pursues a violent adversary unaware of the twisted path destiny will lay before her. Simon Standing Elk, a recovering alcoholic well on the road to atoning for past sins until a terrifying encounter that now threatens not only his life, but his soul as well. Three different people. Three very different backgrounds. One secret organization. This is the story of events that brought them together and, if they’re not careful, could destroy them all – or worse.

    Cast.It is 50 pages of reprinted Wikipedia and other public domain online articles.Hephaestus Books represents a new publishing paradigm, allowing disparate content sources to be curated into cohesive, relevant, and informative books. To date, this content has been curated from Wikipedia articles and images under Creative Commons licensing, although as Hephaestus Books continues to increase in scope and dimension, more licensed and public domain content is being added. We believe books such as this represent a new and exciting lexicon in the sharing of human knowledge. This particular book is a collaboration focused on House of Night series.

    If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination.You'll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Muller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book.With this book, you'll learn:Fundamental concepts and applications of machine learningAdvantages and shortcomings of widely used machine learning algorithmsHow to represent data processed by machine learning, including which data aspects to focus onAdvanced methods for model evaluation and parameter tuningThe concept of pipelines for chaining models and encapsulating your workflowMethods for working with text data, including text-specific processing techniquesSuggestions for improving your machine learning and data science skills

    The commercial success of a game is often dependent upon the quality of the AI, yet the engineering of AI is often begun late in the development process and is frequently misunderstood. In this book, Ian Millington brings extensive professional experience to the problem of improving the quality of AI in games. A game developer since 1987, he was founder of Mindlathe Ltd., at the time the largest specialist AI company in gaming. Ian shows how to think about AI as an integral part of game play. He describes numerous examples from real games and explores the underlying ideas through detailed case studies. He goes further to introduce many techniques little used by developers today. The book's CD-ROM contains a library of C++ source code and demonstration programs, and provides access to a website with a complete commercial source code library of AI algorithms and techniques. * A comprehensive, professional tutorial and reference to implement true AI in games.* Walks through the entire development process from beginning to end.* Includes over 100 pseudo code examples of techniques used in commercial games, case studies for all major genres, a CD-ROM and companion website with extensive C++ source code implementations for Windows, and source code libraries for Linux and OS X available through the website.

    This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning approach, each step in the process is detailed, from preparing the data for analysis to evaluating the results. These steps will build the knowledge you need to apply them to your own data science tasks.Intended for those who want to learn how to use R's machine learning capabilities and gain insight from your data. Perhaps you already know a bit about machine learning, but have never used R; or perhaps you know a little R but are new to machine learning. In either case, this book will get you up and running quickly. It would be helpful to have a bit of familiarity with basic programming concepts, but no prior experience is required.

     Offers extensively updated coverage, new problem sets, and chapter-ending material to enhance the book’s relevance to today’s engineers and scientists. Includes new problem sets demonstrating updated applications to engineering as well as biological, physical, and computer science. Emphasizes key ideas as well as the risks and hazards associated with practical application of the material. Includes new material on topics including: difference between discrete and continuous measurements; binary data; quartiles; importance of experimental design; “dummy” variables; rules for expectations and variances of linear functions; Poisson distribution; Weibull and lognormal distributions; central limit theorem, and data plotting. Introduces Bayesian statistics, including its applications to many fields. For those interested in learning more about probability and statistics.

    This book synthesizes these recent advances and makes them accessible to first-year graduate students. James Hamilton provides the first adequate text-book treatments of important innovations such as vector autoregressions, generalized method of moments, the economic and statistical consequences of unit roots, time-varying variances, and nonlinear time series models. In addition, he presents basic tools for analyzing dynamic systems (including linear representations, autocovariance generating functions, spectral analysis, and the Kalman filter) in a way that integrates economic theory with the practical difficulties of analyzing and interpreting real-world data. Time Series Analysis fills an important need for a textbook that integrates economic theory, econometrics, and new results.The book is intended to provide students and researchers with a self-contained survey of time series analysis. It starts from first principles and should be readily accessible to any beginning graduate student, while it is also intended to serve as a reference book for researchers.-- "Journal of Economics"

    Maybe you re going for MCSA first, then MCSE. Maybe you need to upgrade your current credentials. Now, direct from Microsoft, this set brings together all the study resources you ll need. You get the brand-new Second Edition of all four books: for Exam 70-290 (Managing and Maintaining a Windows Server Environment), 70-291 and 70-293 (Network Infrastructure), and 70-294 (Active Directory). What s new here? Deeper coverage, more case studies, more troubleshooting, plus significant new coverage: Emergency Management Services, DNS, WSUS, Post-Setup Security Updates, traffic monitoring, Network Access Quarantine Control, and much more. There are more than 1,200 highly customizable CD-based practice questions. And, for those who don t have easy acess to Windows Server 2003, there s a 180-day eval version. This package isn t cheap, but there s help there, too: 15% discount coupons good toward all four exams. Bill Camarda, from the August 2006 href="http://www.barnesandnoble.com/newslet... Only

     Is it possible to: - Influence reality with the power of thought? - Push into the universal mind, vastly increasing your intelligence? - Easily reach peak states for real, breakthrough spiritual experiences? Indeed and much more. This is not just another fuzzy New Age book about a magical, vague 'sixth sense'. Igniting the Sixth Sense deals with the magnetic sense that allows birds, whales, bees and many other animals to detect and use magnetic fields in ways that seem impossible for humans. Yet, we possess this same natural ability. What happens if you combine a modern human with an active, magnetic sensory? They display skills and abilities that seem, at times, super-human. Eric Pepin, the #1 spiritual Amazon bestselling author of Meditation within Eternity and The Handbook of the Navigator, takes you on a journey where you will discover: * How to access a larger memory beyond your own; the Akashic Records * Discover the method of magnetic prana attraction that makes the entire Universe react to who you are and what you want * How to enhance every mind, body and spiritual technique you practice. Including meditation, martial arts and more * The 15 minute miracle that gives you nearly unlimited amounts of energy * How to create a 'psychic buffer' so you aren't overwhelmed, harmed or influenced by the energy and thoughts of others * Learn the secret to programming your own energy field And that's just the beginning. There are 280 pages worth, packed with in-depth knowledge and effective techniques you can easily apply. It's all here, and it works.

    An expedition is mounted to the deepest parts of the Amazon in search of the unknown. A team of researchers travels down remote tributaries and treks through dense jungle terrain in search of creatures long thought to be extinct. It isn’t long before they realize that certain remnants of the primeval past have managed to survive into current times.

    You’re thirteen now. I was eight when I got married. You’ll never look this beautiful ever again.”“I will Ammi, when I wear a school uniform.”If you like thrillers, this micro tale is for you-I always assumed that my neighbour’s daughter knew the word ‘Eight’ only until my dog went missing and she said ‘Nine’.And if you like six-word stories, this tale is for you-Woke up in hospital. Failed again.In fact, there are 100 such small tales that will have a big impact on you.So what are you waiting for? Scroll to the top of this page, buy the book and start reading today.Rafaa's micro tales are absolute gems. The journey is short but its impact is everlasting. This one deserves to be read by all.Sanhita BaruahAuthor of ‘The Art of Grieving’ and ‘The Art of Letting Go’Are you interested in unconventional storytelling? How about a story where the beginning, middle and the end are on the same page? A narrative that makes you frown on page 1, nod in agreement on page 2 and chuckle on page 3?How about reading short fiction then? I highly recommend Small is Big by Rafaa Dalvi. The long and short of fiction in endearing small portions!Rickie KhoslaAuthor of ‘The Imperative Subterfuge’ and ‘Pretty Vile Girl’The book has something for everyone. It has humor – a few of slap stick variety, playing on puns, it has punch where you get a most unexpected twist, it has philosophy, it has romance and it has horror – stories that chill your spine.T.F. CarthickAuthor of ‘Carthick’s Unfairy Tales’ and ‘More Unfairy Tales’About the Author:Rafaa Dalvi tries to escape from the mundane with words and contemplates about befriending the voices in his head. He dreams about changing the world, one smile at a time.Already published numerous times, his stories can be read in the anthologies – Curtain Call (editor), Kaleidoscope, Myriad Tales, and many more. He has also written three volumes of ‘Small is Big’, which is a collection of 100 micro tales. He’s the recipient of Indian Bloggers League Booker Prize 2013.

    Adam Bascom trips over a body in Gressington churchyard, he never imagines it will change the whole direction of his life. As a recently-qualified physician trying to establish a practice in a small market town in north Norfolk, Adam should be devoting all his energy to his business. But it soon becomes clear that the authorities are intent on making sure the death is accepted as an accident and refuse any deeper investigation. Adam’s curiosity and sense of justice cannot accept this. He knows there are many unanswered questions about the death, but he has no standing that would allow him to become involved formally. Instead, he uses friends, old and new, unexpected contacts and even his own mother to help him get to the truth. Set against the turbulence of late-Georgian England, a country on the brink of war with Revolutionary France, the book reveals a land where spies keep constant watch on everyone the government deems ‘undesirable’, religion is polarised between the established church and a mass of dissenting sects, and the perennial ‘Irish question’ has at last spilled over into outright terrorism. Bad weather, poor harvests and enclosure have driven many people in the countryside into abject poverty. Only the smugglers along the coast offer regular and highly-paid ‘work’ helping to unload contraband. Yet here too, the Revenue’s Riding Officers, backed up by troops of dragoons, are waging an increasingly successful campaign to stamp out the major gangs. Adam must thread his way through all of this, encountering many new demands along the way, from a family torn apart by religious bigotry, and a teenage thief turned informer, to a secret section of The Alien Office, a government department dedicated to keeping a close eye on anyone likely to prove a threat to the realm. As he becomes more and more essential to the government’s efforts to combat internal dissension and prepare for war, Adam finds he must draw on all his medical and personal skills to bring the case to a successful conclusion.

    Siracusa's overview, wrap-up, and critique of everything new in OS X 10.10 Yosemite.

    That distinction belongs to Gosnell's Babies." — Alexander Nazaryan, The Atlantic Wire"Very well written ... A must-read for anybody who followed this case." — Jake Tapper, CNNIn this chilling tale set against the backdrop of one of the most controversial issues of our times, award-winning journalist Steve Volk tells the decades-long saga of Kermit Gosnell — the abortion doctor whose clinic in a poor section of Philadelphia was revealed to be a house of horrors.Volk — the only journalist to speak to Gosnell since his conviction and imprisonment — brings the eccentric doctor to life, detailing his past in the early days of the abortion-rights movement and getting him to reveal, for the first time ever, why he did what he did. Was Gosnell a monster, or something else?Volk's powerful storytelling gives us a definitive understanding of a complex character, a horrific case, and a divisive issue.