With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it.Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains:Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details."-- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths."-- Tim Wolters, CTO, Collective Intellect

    Each book of the 3 books is a full-length novel.Clean and wholesome, happy, feel-good, Amish Christian romance.Harlequin Love Inspired publishes the mass market paperbacks of The Way Home, The Way Forward, and The Narrow Way.

    You proceed at your own rate and any difficulties you may encounter are resolved before you move on to the next topic. With a step-by-step programmed approach that is complemented by hundreds of worked examples and exercises, Advanced Engineering Mathematics is ideal as an on-the-job reference for professionals or as a self-study guide for students.Uses a unique technique-oriented approach that takes the reader through each topic step-by-step.Features a wealth of worked examples and progressively more challenging exercises.Contains Test Exercises, Learning Outcomes, Further Problems, and Can You? Checklists to guide and enhance learning and comprehension.Expanded coverage includes new chapters on Z Transforms, Fourier Transforms, Numerical Solutions of Partial Differential Equations, and more Complex Numbers.Includes a new chapter, Introduction to Invariant Linear Systems, and new material on difference equations integrated into the Z transforms chapter.

    Wolfram lets the world see his work in A New Kind of Science, a gorgeous, 1,280-page tome more than a decade in the making. With patience, insight, and self-confidence to spare, Wolfram outlines a fundamental new way of modeling complex systems. On the frontier of complexity science since he was a boy, Wolfram is a champion of cellular automata--256 "programs" governed by simple nonmathematical rules. He points out that even the most complex equations fail to accurately model biological systems, but the simplest cellular automata can produce results straight out of nature--tree branches, stream eddies, and leopard spots, for instance. The graphics in A New Kind of Science show striking resemblance to the patterns we see in nature every day. Wolfram wrote the book in a distinct style meant to make it easy to read, even for nontechies; a basic familiarity with logic is helpful but not essential. Readers will find themselves swept away by the elegant simplicity of Wolfram's ideas and the accidental artistry of the cellular automaton models. Whether or not Wolfram's revolution ultimately gives us the keys to the universe, his new science is absolutely awe-inspiring. --Therese Littleton

    He proposes his solution.

    Luckily, Misa's big brother is the captain of the university karate club and is ready to strike a deal: Reiji can join the club if he tutors Misa in linear algebra.Follow along in The Manga Guide to Linear Algebra as Reiji takes Misa from the absolute basics of this tricky subject through mind-bending operations like performing linear transformations, calculating determinants, and finding eigenvectors and eigenvalues. With memorable examples like miniature golf games and karate tournaments, Reiji transforms abstract concepts into something concrete, understandable, and even fun.As you follow Misa through her linear algebra crash course, you'll learn about:Basic vector and matrix operations such as addition, subtraction, and multiplicationLinear dependence, independence, and basesUsing Gaussian elimination to calculate inverse matricesSubspaces, dimension, and linear spanPractical applications of linear algebra in fields like computer graphics, cryptography, and engineeringBut Misa's brother may get more than he bargained for as sparks start to fly between student and tutor. Will Reiji end up with the girl—or just a pummeling from her oversized brother? Real math, real romance, and real action come together like never before in The Manga Guide to Linear Algebra.

    It bridges the gap between the mechanics of econometrics and modern applications of econometrics by employing a systematic approach motivated by the major problems facing applied researchers today. Throughout the text, the emphasis on examples gives a concrete reality to economic relationships and allows treatment of interesting policy questions in a realistic and accessible framework.

     Sing Me Home by Belle Calhoune: Rain Santos and her best friends are embarking on a ten-week road trip. The first destination is Nashville, where Rain hopes to explore her lifelong singing aspirations. When she comes face to face with her country singer ex-boyfriend, Luke Avery, Rain has to deal with their painful past. Luke Avery is seeking redemption for the pain he caused Rain in their relationship. As the two reconnect and Luke helps Rain with her singing aspirations, they find themselves falling into familiar rhythms. Can true love conquer all? Hitched In Hot Springs by Kristen Ethridge: Bridget Vaughan left a childhood of abuse behind and used the adversity to make her stronger, becoming a multi-millionaire small business coach in the years since she left Treasure Harbor. James Cromberg would do just about anything to help his mom, including leaving the military career he loved in order to come home and help her run her family's historic business and take care of his ailing father. When a woman running away from her past connects with a man who fears his own future, is there a way for them to find their way to a present happily-ever-after? Romancing the Storm by Patrica Pacjac Carroll: Lark Morgan is drifting through life. Even though her father’s advice of trust the Lord and enjoy the journey sounds fun, she’s lost the joy not to mention her job. Cody Merrill has amends to make, but he’s a new man and determined to set things right. As the owner of Storm Rangers, he takes people on adventures to see tornadoes. He loves the storms, but something is missing. Or maybe it’s someone. Journey to Her Past by Angel Moore: Jessica Stinson wants to find the man who left her eight years ago with no explanation. Griffin Renfroe’s world turned upside down when he learned he’d been stolen from the hospital on the day he was born. He made decisions he’s come to regret. When Jessica shows up in Amarillo, he knows convincing her of his love will be almost impossible in the face of his new name – and identity. Can Jessica trust the love she still holds for a man who no longer exists? Restore My Heart: Cassidy Frey’s life falls to pieces in the aftermath of her father’s political scandal. Out of a job and ostracized from her current friends, she jumps at the chance for a road trip with her childhood friends. Joel Kingston’s dream of owning a motel along Route 66 is threatened by a shortage of money, but his discouragement doesn’t stop him from helping a group of stranded motorists. Could a broken-down SUV lead to restoration—of hearts and motels?

    His love for Kylee grows everyday, thanks to nearly losing her after cheating with his ex, Zena. All is forgiven and Kylee and Karlos are married, with a baby on the way. But as fate will have it, someone resurfaces, with high hopes of ruining their marriage. Kimmora and Kevin are also married, with a beautiful baby boy named Keion. Kimmora has opened new chapters in her life such as becoming a wife, mother and registered nurse. Things are looking up for Kevin too, as he's running his thriving barbershop and working hard at being the best husband and father that he can be. All is well with the couple... That is, until skeletons fall out of the closet, putting their marriage in jeopardy. Twins Keira and Kelly are doing good in every area in their lives. Personal, financial, and career wise they have it all figured out. Their men, Kaylin and Kalvin, treat them like the queens that they are. But limits are tested and lines are crossed. Both couples are forced to fight not just each other but other situations that tries to tear them down as well. Come along for the ride as we see if being married to a Savage is all it’s cracked up to be.

    But what she can’t run from is her present reality as an alcoholic on the downward spiral, and the strong future possibility that she might die in the gutter. So, she quits drinking and resolves to live a new life, determined to be a better person and resist the siren song of addiction, staying a few steps ahead of her demons all the while. But then Leah takes a job at a P.I. Firm and her resolve is thoroughly tested. Instead of alcohol, she becomes addicted to work and the nonstop demands of the agency. In a desperate attempt to break the cycle, she answers a mysterious online ad calling for writers and ends up working as an assistant to serial entrepreneur Scarlet Monroe, a woman who seems almost too good to be true, and like everything Leah has always wanted to be. But when Leah is hired as Scarlet’s personal assistant and gets in deeper with Scarlet and her cult-like company, the demons from her past come alive again, and this time they refuse to go away. The sequel to Between the Shadow and Lo and the second installment in the West Coast Trilogy, West Is San Francisco is a surreal ride through the strange secrets—and intangible magic—of San Francisco.

    Their leader, Braxton, is keen to put him off their trail before he learns too much…Fraser is confused and in danger, Galbraith is unsure of who to trust and Braxton is desperate and dangerous: a lethal combination.When the three collide, there’s no knowing what will happen or who will come out alive…And can Fraser ever figure out who he really is? A born ‘Hunter Killer’?Born in Glasgow, Harry McCallion joined the army after leaving school. In a varied and exciting military career he served with the Parachute Regiment, South Africa’s elite Recce Commandos and 22 SAS. After leaving the army in 1985 he joined the RUC, but left in 1990 after a near-fatal car crash. Subsequent to this he studied law and was called to the Bar. Now a working barrister and writer he has recently received his Master’s Degree in International Relations. His autobiography Killing Zone was an immediate bestseller. Follow us on Twitter: @EndeavourPress and on Facebook via http://on.fb.me/1HweQV7. We are always interested in hearing from our readers. Endeavour Press believes that the future is now.

    The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. *NEW-Nontechnical learning material-Accompanies each part of the book. *NEW-The Internet as a sample application for intelligent systems-Added in several places including logical agents, planning, and natural language. *NEW-Increased coverage of material - Includes expanded coverage of: default reasoning and truth maintenance systems, including multi-agent/distributed AI and game theory; probabilistic approaches to learning including EM; more detailed descriptions of probabilistic inference algorithms. *NEW-Updated and expanded exercises-75% of the exercises are revised, with 100 new exercises. *NEW-On-line Java software. *Makes it easy for students to do projects on the web using intelligent agents. *A unified, agent-based approach to AI-Organizes the material around the task of building intelligent agents. *Comprehensive, up-to-date coverage-Includes a unified view of the field organized around the rational decision making pa

    The new edition continues with the tradition of providing instructors and students with a comprehensive and up-to-date resource for teaching and learning engineering mathematics, that is, applied mathematics for engineers and physicists, mathematicians and computer scientists, as well as members of other disciplines.

    This is the currently used textbook for "Probabilistic Systems Analysis," an introductory probability course at the Massachusetts Institute of Technology, attended by a large number of undergraduate and graduate students. The book covers the fundamentals of probability theory (probabilistic models, discrete and continuous random variables, multiple random variables, and limit theorems), which are typically part of a first course on the subject. It also contains, a number of more advanced topics, from which an instructor can choose to match the goals of a particular course. These topics include transforms, sums of random variables, least squares estimation, the bivariate normal distribution, and a fairly detailed introduction to Bernoulli, Poisson, and Markov processes. The book strikes a balance between simplicity in exposition and sophistication in analytical reasoning. Some of the more mathematically rigorous analysis has been just intuitively explained in the text, but is developed in detail (at the level of advanced calculus) in the numerous solved theoretical problems. The book has been widely adopted for classroom use in introductory probability courses within the USA and abroad.

    Lisa Scottoline’s Every Fifteen Minutes is a psychological thriller that explores the eccentricities of sociopaths by getting in the mind of one who is determined to ruin the life of a psychiatrist Dr. Eric Parrish is the respected Chief of Psychiatry at the Philadelphia-area hospital where he works. His unit has just received national recognition and Eric is largely credited for the positive accolades. His personal life, however, has recently taken a hit as he is locked in the middle of an increasingly nasty divorce and possible custody battle. Eric is advised by his lawyer to walk the straight and narrow, which would ordinarily not be a challenge for the faithful rule follower. That is, until he meets Max, a seventeen-year-old patient with OCD characteristics and a severe self-esteem problem. Eric fears Max is a suicide threat after he turns up missing following the death of his beloved grandmother. His concerns only escalate when he learns Max’s romantic interest has been found murdered. This companion to Every Fifteen Minutes also includes the following: • Book Review • Story Setting Analysis of Every Fifteen Minutes • Story elements you may have missed as we decipher the novel • Details of Characters & Key Character Analysis • Summary of the text, with some analytical comments interspersed • Thought Provoking /or Discussion Questions for Readers & Book Clubs • Discussion & Analysis of Themes, Symbols… • And Much More! This Analysis of Every Fifteen Minutes fills the gap, making you understand more while enhancing your reading experience.