The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality.Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

    This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.Develop your understanding of probability and statistics by writing and testing codeRun experiments to test statistical behavior, such as generating samples from several distributionsUse simulations to understand concepts that are hard to grasp mathematicallyLearn topics not usually covered in an introductory course, such as Bayesian estimationImport data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics toolsUse statistical inference to answer questions about real-world data

    This book covers relevant geometric principles and how to represent objects algebraically so they can be computed and applied. Recent major developments in the theory and practice of scene reconstruction are described in detail in a unified framework. Richard Hartley and Andrew Zisserman provide comprehensive background material and explain how to apply the methods and implement the algorithms. First Edition HB (2000): 0-521-62304-9

    Introducing students to the many facets of neural networks, this text provides many case studies to illustrate their real-life, practical applications.

    As an AI researcher with 25 years of experience, professor Mike Wooldridge has learned to be obsessively cautious about such claims, while still promoting an intense optimism about the future of the field. There have been genuine scientific breakthroughs that have made AI systems possible in the past decade that the founders of the field would have hailed as miraculous. Driverless cars and automated translation tools are just two examples of AI technologies that have become a practical, everyday reality in the past few years, and which will have a huge impact on our world.While the dream of conscious machines remains, Professor Wooldridge believes, a distant prospect, the floodgates for AI have opened. Wooldridge's A Brief History of Artificial Intelligence is an exciting romp through the history of this groundbreaking field--a one-stop-shop for AI's past, present, and world-changing future.

    "Machine learning," the process of automating tasks once considered the domain of highly-trained analysts and mathematicians, is the key to efficiently extracting useful information from this sea of raw data. Machine Learning in Action is a unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. In it, the author uses the flexible Python programming language to show how to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification.

    Its world-class authors provide guidance on all aspects of Bayesian data analysis and include examples of real statistical analyses, based on their own research, that demonstrate how to solve complicated problems. Changes in the new edition include:Stronger focus on MCMC Revision of the computational advice in Part III New chapters on nonlinear models and decision analysis Several additional applied examples from the authors' recent research Additional chapters on current models for Bayesian data analysis such as nonlinear models, generalized linear mixed models, and more Reorganization of chapters 6 and 7 on model checking and data collectionBayesian computation is currently at a stage where there are many reasonable ways to compute any given posterior distribution. However, the best approach is not always clear ahead of time. Reflecting this, the new edition offers a more pluralistic presentation, giving advice on performing computations from many perspectives while making clear the importance of being aware that there are different ways to implement any given iterative simulation computation. The new approach, additional examples, and updated information make Bayesian Data Analysis an excellent introductory text and a reference that working scientists will use throughout their professional life.

    Zot! is Scott McCloud's critically acclaimed take on superhero comics, and was one of the greatest cult comics of the '80s.Volume 2 collects issues 11-15 and 17-18, the beginnings of the black-and-white relaunch of the series.

     They are also used in countless industries such as medicine, manufacturing and finance to help companies make better decisions and reduce risk. Whether coded or scratched out by hand, both algorithms are powerful tools that can make a significant impact. This book is a visual introduction for beginners that unpacks the fundamentals of decision trees and random forests. If you want to dig into the basics with a visual twist plus create your own machine learning algorithms in Python, this book is for you.

    A young girl submerged into a galactic conflict. A single chance to help win the war. The daughter of a royal family, Brie Northstar believes she knows what to expect from life. She's wrong. During a routine shuttle trip to one of the outer planets, Brie's transport is destroyed and she finds herself thrust into a centuries old conflict between three warring planets, a conflict she is suddenly in the middle of. Yet somehow this young teenager from Athelon has skills and abilities she shouldn't have - she can't have. Now separated from her family with only her wits - and her newfound abilities - to help she travels from planet to planet, risking her life to prevent galactic destruction and unite a rebellion to save the galaxy. For the first time ever - the complete nine book War of the Three Planets series is available in a single omnibus for a ridiculously low price. If you love Ender's Game you will love War of the Three Planets.

    The tree is decorated, the mistletoe is in place, and the crab puffs are to die for. Nothing can spoil this celebration…except for some wayward magic and a pesky ghost who crashes the party.SPIRITS OF BOURBON STREETIt’s Halloween on Bourbon Street, and white witch Jade Calhoun is ready to party. But when a sexy spirit traps everyone in the past, she’s forced to forgo the cocktails in order to save those she loves...again.A MIRACLE ON BOURBON STREETIt’s Christmas Eve and Jade Calhoun’s ready for a quiet, magical night with her husband Kane. But when Santa demons and energy-stealing elves start wreaking havoc, it’s going to take a miracle on Bourbon Street to save Christmas.A BOURBON STREET VALENTINEIt’s Valentine’s Day and magic’s in the air. Only Kat Hart never expected her handmade jewelry to be at the center of everything. So when her night out at Cupid’s Ball turns into a competition to be a handsome stranger’s wife, it’s up to her to break the spell…or she might get more than she bargained for.SPIRITS, HURRICANES, AND THE KREWE OF GHOULIt’s Halloween and Pyper Rayne’s all vamped up, ready to play the vampire bride. And so is Ida May, her resident ghost. But when the “vampires” they're partying with start to appear to be real, there’s more at stake than just a little bite.KISSED BY TEMPTATIONThe last place sex-witch Mati Ballintine wants to be is at a holiday sorority party. But when the high angel from the council orders her to protect a new angel recruit, she has no choice but to go and grit her teeth through the frat boys’ advances.
The night turns from bad to worse when a demon appears and is hell-bent on taking the angel to Hell. Mati and her incubus boyfriend Vaughn will need to combine forces to not only save the angel, but everyone else the demon leaves in his wake.

    Before his success as an author Goodkind worked primarily as a painter, as well as doing carpentry and woodworking. Goodkind is a proponent of Ayn Rand's philosophical approach of Objectivism, with references to Rand's ideas and novels referenced in his works.The Sword of Truth series sold twenty-five million copies worldwide and was translated into more than twenty languages. It was adapted into a television series called Legend of the Seeker, premiering November 1, 2008 but canceled after two seasons in May, 2010.

    Sweeping us back to the enigmatic and elusive land of his best-selling Shogun, he weaves an extraordinary tale of Japan, now newly open to gai-jin - foreigners - and teeming with contradictions as the ancient and the modern meet in a clash of cultures, of nations, of generations. It is 1862, and in Japan's Foreign Settlement of Yokohama, reverberations from an explosive act of violence will forever alter - and connect - the lives of the major characters. Malcolm Struan, at twenty, is heir to the title of tai-pan of the most powerful and bitterly contested English trading company in the Orient, the Noble House. Malcolm's fate, and that of his family's legacy, become inextricably intertwined with that of a beautiful young French woman, Angelique Richaud. Desired by many, loved purely and passionately by Malcolm, Angelique will hold the future of the Noble House in her hands. Intricately interwoven into the story of the struggle for control of the Noble House is a powerful parallel story of the Land of the Gods, Japan, a country ripped apart by greed, idealism, and terrorism as groups of young xenophobic revolutionaries, ronin, attempt to seize the Shogunate and expel the hated gai-jin from Japan. One man, Lord Toranaga Yoshi, a direct descendant of the first Toranaga Shogun, attempts not only to protect the Shogunate, but to usher it, and Japan, into the modern age. Amid the brutality and heroism, the betrayals and the stunning romance, a multilayered, complex story unfolds. Here the dark and erotic world of the pleasure houses - the Ladies of the Willow World, spies, and terrorists - meets the world of pageantry and power - monarchs and diplomats. And here East meets West in an inevitable collision of two equally powerful cultures as James Clavell creates a vibrant and authentic

     ** Over 2,000 five star reviews across the series! ** FROM USA TODAY & AMAZON #1 BESTSELLING AUTHOR. Box set comprising: The Kill List, Drifter Part I, Drifter Part II, & Drifter Part III. ***SPOILERS AHEAD*** Meet retired cop, Sam Prichard. THE KILL LIST (Book 5) “Mr. Prichard, it said, the people you see in the photos will be killed within the next forty-eight hours, unless you stop me. I have been following your exploits closely, and I think that you are the one I need to make sure I stop doing this. I've been trying for more than fifteen years to kick this habit, but I can't. Normally, I don't strike so many times so close together, but in order to get you interested, I'm going to up the odds. I need you to do only two things: discover who each of my victims is, and then do all you can to stop me before I can kill each one. The first one will die exactly twenty-four hours after you receive this note. The second will die twelve hours after that... ...and the third twelve hours after that. If you cannot stop me before I can kill the third one, then no one can. Then there will be a fourth victim, but you get no clues for that one. Good luck." DRIFTER: PART I (Book 6) Sam takes on an odd case: he's hired to track down a man who has been thought to be dead for more than forty years, but recently showed up alive to visit his dying mother. Now his daughter, who never even met him, wants to ask him where he's been all this time, and why she grew up without him in her life. When that man turns out to be a former government assassin who's gone rogue, however, Sam decides it's time for him to bow out of the case--but then he learns that the one you think is the bad guy isn't always right. The supposedly rogue agent, it turns out, may actually be trying to save America from global Jihad. With everything from his family's safety to the future of America's Sovereignty on the line, Sam has to figure out who to trust and what to do, before it all blows up in his face. DRIFTER: PART II (Book 7) Sam Prichard is on his way to the most unbelievable mission any PI could ever blunder into--to stop a madman who thinks he is the Antichrist! The only problem is that this madman is smart, smart enough that he's been working toward this goal for many years, and never gotten caught. To make matters worse, there's no one to whom Sam can turn, because everyone in politics owes this man favors, and fears the day he reveals what he knows. With just a former CIA assassin at his side and a determination to save his country and the thousands that the madman is prepared to sacrifice to his false gods, Sam Prichard must go to the ends of the earth to try to stop the end of the world! DRIFTER: PART III (Book 8) When he was asked to locate a man who seemed to have disappeared in Vietnam but then turned up alive in Denver forty years later, he thought he was simply taking on a case to help bring closure to a daughter who felt abandoned. Unfortunately, there's a lot more to the story, and now Sam must ally himself to one of the most deadly, cold-blooded killers he's ever known. A rogue agent of the CIA has decided that a number of ancient prophecies, including those in the Bible, name him as the new world leader, and he will literally stop at nothing to achieve his goals.

    He meets Marlena, the beautiful young star of the equestrian act, married to August, the charismatic but twisted animal trainer. He also meets Rosie, an elephant who seems untrainable until he discovers a way to reach her...2 - AT THE WATER'S EDGEA gripping and poignant love story set in a remote village in the Scottish Highlands at the end of the Second World War.'The only fault I can find with this book is that I've already finished it' Jodi Picoult'Truly enthralling' Scotsman'Breathtaking' Harper's Bazaar1945. After disgracing themselves at a high society party, spoilt young Philadelphia socialites Maddie and Ellis Hyde are cut off from the family without a penny. Ellis decides their salvation will be to hunt down the Loch Ness Monster, a venture his father very publicly failed at. So, oblivious to WW2 raging around them, they make their way to the Scottish Highlands, where Maddie has to face reality and decide just who the real monsters are.3 - APE HOUSE The New York Times bestseller.'If you love animals like I do, it's a must read' Ellen DeGeneres'Had me instantly enraptured' Dallas Morning News'Wildly entertaining' Booklist (starred review)These bonobos are no ordinary apes. Like others of their species, they are capable of reason and carrying on deep relationships - but, unlike most bonobos, they also know American Sign Language.Isabel Duncan, a scientist at the Great Ape Language Lab, doesn't understand people, but animals she gets, especially the bonobos. Isabel feels more comfortable in their world than she's ever felt among humans . . . until she meets John Thigpen, a very married reporter who braves the ever-present animal rights protesters outside the lab to see what's really going on inside.When an explosion tears apart the lab, severly injuring Isabel and 'liberating' the apes to an unknown destination, John's human interest piece turns into the story of a lifetime.