Design efficient machine learning systems that give you more accurate results About This Book Gain an understanding of the machine learning design process Optimize machine learning systems for improved accuracy Understand common programming tools and techniques for machine learning Develop techniques and strategies for dealing with large amounts of data from a variety of sources Build models to solve unique tasks Who This Book Is For This book is for data scientists, scientists, or just the curious. To get the most out of this book, you will need to know some linear algebra and some Python, and have a basic knowledge of machine learning concepts. What You Will Learn Gain an understanding of the machine learning design process Optimize the error function of your machine learning system Understand the common programming patterns used in machine learning Discover optimizing techniques that will help you get the most from your data Find out how to design models uniquely suited to your task In Detail Machine learning is one of the fastest growing trends in modern computing. It has applications in a wide range of fields, including economics, the natural sciences, web development, and business modeling. In order to harness the power of these systems, it is essential that the practitioner develops a solid understanding of the underlying design principles. There are many reasons why machine learning models may not give accurate results. By looking at these systems from a design perspective, we gain a deeper understanding of the underlying algorithms and the optimisational methods that are available. This book will give you a solid foundation in the machine learning design process, and enable you to build customised machine learning models to solve unique problems. You may already know about, or have worked with, some of the off-the-shelf machine learning models for solving common problems such as spam detection or movie classification, but to begin solving more complex problems, it is important to adapt these models to your own specific needs. This book will give you this understanding and more. Style and approach This easy-to-follow, step-by-step guide covers the most important machine learning models and techniques from a design perspective.

Explore the capabilities of Dynamics NAV 2016 and discover all you need to implement it About This Book Learn the key roles of your Dynamics NAV partner and the roles within your customer’s organization Create configuration packages and perform data migration on your own Find out how to troubleshoot your problems effectively with your Dynamics NAV partner Who This Book Is For This book is for Dynamics NAV partners and end users who want to know everything about Dynamics NAV implementations. It is aimed at those who want to be project managers or get involved with Dynamics NAV, but do not have the expertise to write code themselves. What You Will Learn Study the roles within a Dynamics NAV partner and within a customer’s company Create reusable data migration packages Work with the debugger to pinpoint error messages Get to grips with the key tables used in data reporting and analysis Successfully upgrade your installation to the latest version Manage and expand your existing installation with additional functionalities Explore the free third-party add-ons that can leverage your existing installation In Detail Microsoft Dynamics NAV 2016 is an Enterprise Resource Planning (ERP) application used in all kinds of organizations around the world. It provides a great variety of functionality out-of-the-box in different topics such as accounting, sales, purchase processing, logistics, or manufacturing. It also allows companies to grow the application by customizing the solution to meet specific requirements. This book is a hands-on tutorial on working with a real Dynamics NAV implementation. You will learn about the team from your Microsoft Dynamics NAV partner as well as the team within the customer’s company. This book provides an insight into the different tools available to migrate data from the client’s legacy system into Microsoft Dynamics NAV. If you are already live with Microsoft Dynamics NAV, this books talks about upgrades and what to expect from them. We’ll also show you how to implement additional or expanding functionalities within your existing Microsoft Dynamics NAV installation, perform data analysis, debug error messages, and implement free third-party add-ons to your existing installation. This book will empower you with all the skills and knowledge you need for a successful implementation. Style and approach This book is step-by-step guide to implementing Dynamics NAV from start to finish.

Build and manage networks in OpenStack using Neutron About This Book Deploy an all-in-one cloud based on OpenStack Liberty (2015.2) using RDO Learn the fundamentals of the Neutron API including networks, subnets, and ports, and how to manage these resources in the cloud Build simple virtual network infrastructures in the cloud Who This Book Is For The book is for those who are new to OpenStack and Neutron who want to learn the cloud networking fundamentals and get started with OpenStack networking. Prior networking experience along with a virtual or physical server is recommended to follow along with the concepts demonstrated in the book. What You Will Learn Install the latest Liberty (2015.2) release of OpenStack using RDO in VirtualBox Discover the basics of the Neutron API, including networks, subnets, and ports Interact with Neutron using the CLI and Horizon dashboard Create networks and subnets that provide connectivity to instances Implement software routers that connect networks and provide network address translation Secure instances using Neutron's security group functionality In Detail The OpenStack Networking API offers users the ability to create and manage both basic and complex network architectures that blend the virtual and physical network infrastructure. This book kicks off by describing various components of Openstack Neutron and installing Ubuntu OpenStack based on Canonical's process. Further on, you will use various methods to interface with Neutron to create and manage network resources. You will also get to grips with the relationship between ports, networks, and subnets through diagrams and explanations, and see how the logical components are implemented via plugins and agents. Moving forward, you will learn how virtual switches are implemented and how to build Neutron routers. You will also configure networks, subnets, and routers to provide connectivity to instances using simple examples. At the end, you will configure and manage security groups, and will observe how these rules translate to iptables rules on the host machines. By the end of the book, you will be able to build basic network architectures using Neutron networks and routers in no time. Style and approach An easy-to-follow guide that covers the networking features of OpenStack and the core Neutron API components providing a solid foundation to deploy networks and instances.

Get up and running with ReactJS by developing five cutting-edge and responsive projects About This Book Create pragmatic real-world applications while learning React and its modern developer tools Build sustainable user interfaces by transforming data into components of UI Learn how to generate reusable ReactJS components effectively Who This Book Is For If you are a web developer and wish to learn ReactJS from scratch, then this book is tailor-made for you. Good understanding of Java*, HTML, and CSS is expected. What You Will Learn Create, reuse, and compose React components using JSX Share data between various React components and techniques for data flow within a React app Handle user interactions with the help of event handlers and dynamic components Set up and use various next generation ES2015/ES6 features with React Understand the performance and immutability features of React using React add-ons Learn the techniques of Animation in React Use data stores to store model-related data and information Create a flux-based React application by using Reflux library In Detail ReactJS is an open-source JavaScript library that brings the power of reactive programming to web applications and sites. It aims to address the challenges encountered in developing single-page applications, and is intended to help developers build large, easily scalable and changing web apps. Starting with a project on Open Library API, you will be introduced to React and JSX before moving on to learning about the life cycle of a React component. In the second project, building a multi-step wizard form, you will learn about composite dynamic components and perform DOM actions. You will also learn about building a fast search engine by exploring server-side rendering in the third project on a search engine application. Next, you will build a simple frontpage for an e-commerce app in the fourth project by using data models and React add-ons. In the final project you will develop a complete social media tracker by using the flux way of defining React apps and know about the best practices and use cases with the help of ES6 and redux. By the end of this book, you will not only have a good understanding of ReactJS but will also have built your very own responsive frontend applications from scratch. Style and approach An easy-to-follow program to learn ReactJS with the help of real world projects. Each topic is explained within the context of a project and provides plenty of tips and tricks for using ReactJS.

The Spirit of the Laws-Montesquieu's huge, complex, and enormously influential work-is considered one of the central texts of the Enlightenment, laying the foundation for the liberally democratic political regimes that were to embody its values. In his penetrating analysis, Thomas L. Pangle brilliantly argues that the inherently theological project of Enlightenment liberalism is made more clearly-and more consequentially- in Spirit than in any other work.In a probing and careful reading, Pangle shows how Montesquieu believed that rationalism, through the influence of liberal institutions and the spread of commercial culture, would secularize human affairs. At the same time, Pangle uncovers Montesquieu's views about the origins of humanity's religious impulse and his confidence that political and economic security would make people less likely to sacrifice worldly well-being for otherworldly hopes. With the interest in the theological aspects of political theory and practice showing no signs of diminishing, this book is a timely and insightful contribution to one of the key achievements of Enlightenment thought.

Ancient Greek tragedy has been an inspiration to Western culture, but the way it was first performed has long remained in question. In The Theatricality of Greek Tragedy, Graham Ley provides an illuminating discussion of key issues relating to the use of the playing space and the nature of the chorus, offering a distinctive impression of the performance of Greek tragedy in the fifth century BCE. Drawing on evidence from the surviving texts of tragedies by Aeschylus, Sophocles, and Euripides, Ley explains how scenes with actors were played in the open ground of the orchestra, often considered as exclusively the dancing place of the chorus. In reviewing what is known of the music and dance of Greek antiquity, Ley goes on to show that in the original productions the experience of the chorus-expressed in song and dance and in interaction with the characters-remained a vital characteristic in the performance of tragedy.Combining detailed analysis with broader reflections about the nature of ancient Greek tragedy as an art form, this volume-supplemented with a series of illustrative drawings and diagrams-will be a necessary addition to the bookshelf of anyone interested in literature, theater, or classical studies.

Why It's Great to Be a Girl is a must-have for every girl from six to sixteen! Chock-full of fascinating facts, enlightening girl-knowledge, and important historical milestones even a list of great books written by women here is a guaranteed self-esteem booster for young females everywhere . . . and it's lots of fun too! After all, what girl wouldn't feel great about herself knowing that: girls hear better than boys girls drive better than boys girls' bodies are stronger than boys' in every way, except for muscles girls are less susceptible to major diseases and, according to many anthropologists and archaeologists, girls actually "civilized" humankind! So get ready for an eye-opening journey through the awesomeness of girldom with the ultimate guide to why being a girl is the ultimate in cool!

Warning: the truth can be shocking, seductive, offensive, outrageous...even disgusting!Are you perplexed by the mysteries of the universe, confounded by the workings of the human body, prone to pondering the great imponderablesAt long last, the answers are here for every inquiring mind that's not afraid to face up to the cold, hard facts of life. The author who brought you That Book . . . of Perfectly Useless Information now addresses the quirky, the eclectic, and the essential conundrums of our age in Why Girls Can't Throw . . . and Other Questions You Always Wanted Answered, including: What's the kindest way to tell a friend he has halitosisIs it cheaper to send yourself as a package to Australia rather than fly on an airplaneAre there any benefits to smokingIs it true that Keith Richards used to regularly replace all the blood in his body?

Throughout the 20th century, American corporations were governed by autocratic, almost unaccountable chief executives. Their word was law and the only check on their power was a board of directors composed of their friends and allies.Then, in a stunning reversal, a momentous series of firings deposed the heads of some of the world's best-known companies: AIG, Morgan Stanley, Boeing, Hewlett-Packard and Pfizer, just to name a few. Formerly unchallenged CEOs found themselves under fire, often from their own handpicked boards. The number of deposed executives is astonishing. In 2004, the leaders of 600 companies were asked to leave. That number more than doubled in 2005 and reached 1,400 companies in 2006.Flexing new muscles, directors are assuming new and unfamiliar responsibilities. In Revolt in the Boardroom, Alan Murray reveals the inner workings of the new seat of power. Using the access afforded to him by his influential Wall Street Journal column, Murray tells the story of three seminal board revolts the now-famous Hewlett-Packard drama, the ousting of Boeing's Harry Stonecipher and the end of the reign one of the world's most autocratic executives, Hank Greenberg at AIG.Murray goes further to chart the history of the corporation, the rise of governance and the effects of the new power gained by outside institutions like hedge funds and interest groups. Through it all, Murray shows how the job of chief executive has rapidly and permanently changed. Leaders like A. G. Lafley and Jeff Immelt govern instead of rule, build alliances and support instead of dictating direction and pay careful attention to a broader range of stakeholders than ever before.Revolt in the Boardroom is the first look at the new world of corporate power and the last word on the transformational events of the last two years.

Why is the night sky darkHow do dolphins sleep without drowningWhy do hangovers occurWill time travel ever be a realityWhat makes a knuckleball appear to flutterWhy are craters always round?There's only one source to turn to for the answers to the most puzzling and thought-provoking questions about the world of science: Scientific American. Writing in a fun and accessible style, an esteemed team of scientists and educators will lead you on a wild ride from the far reaches of the universe to the natural world right in your own backyard. Along the way, you'll discover solutions to some of life's quirkiest conundrums, such as why cats purr, how frogs survive winter without freezing, why snowflakes are symmetrical, and much more. Even if you haven't picked up a science book since your school days, these tantalizing Q & A's will shed new light on the world around you, inside you, below you, above you, and beyond!

In this follow-up to You Can't Win a Fight with Your Boss, Tom Markert returns to provide clever, timeless advice on how to offer exceptional service. The most important ruleYou can't win a fight with your client! As American companies large and small have shifted their focus from manufacturing to providing services, keeping clients satisfied has become critical to the survival of every business. Yet, very few people have mastered the art of managing clients successfully. In You Can't Win a Fight with Your Client, Tom Markert argues that the secret to great service lies in understanding and applying a few fundamentals. In fifty small doses, he provides practical advice on how to manage your relationships with your clients and ensure they receive the kind of service that will keep them coming back for more.A perfect resource for anyone working with clients at any level, You Can't Win a Fight with Your Client is the no-nonsense, straightforward guide to keeping clients happy in today's hypercompetitive and demanding business environment.

A sterling collection of the year's most shocking, compelling, and gripping writing about real-life crime, the 2006 edition of The Best American Crime Writing offers fascinating vicarious journeys into a world of felons and their felonious acts. This thrilling compendium includes: Jeffrey Toobin's eye-opening exposé in The New Yorker about a famous prosecutor who may have put the wrong man on death row Skip Hollandsworth's amazing but true tale of an old cowboy bank robber who turned out to be a "classic good-hearted Texas woman" Jimmy Breslin's stellar piece about the end of the Mob as we know it

For the uninitiated, the quincea era celebrates the passage of a fifteen-year-old girl into adulthood: It's a bit bat mitzvah with a dash of debutante ball, and loaded with the same potential for hilarity and adolescent angst. In this original anthology, fifteen of the brightest and funniest Latino writers, men and women alike, share their own memories of these moving and often absurd extravaganzas tales of that unique form of familial humiliation that is borne of the best intentions, fierce love, and the infectious joy of parents finally allowing their little girl to grow up.

Here is the American adventure. This extraordinary book reveals the intrepid spirit of Americans through-out their history -- from William Bradford's account of the Mayflower landing to the hardship of a pioneer settler, from little-known stories of great figures to harrowing tales from the Wild West, the World Wars, and September 11, 2001. Told with striking eloquence, these are great American stories, tales of daring, adventure, and bravery told by the people who lived them.Drawn from firsthand and historical writings, American Courage gives voice to the pilgrims, founding fathers, revolutionaries, pioneers, '49ers, cowboys, soldiers, pilots, and the many other heroes who have built the nation. Herbert W. Warden III has made the whole of American history fresh and palpably alive, revealing the national character through the growth of precarious "New World" settlements to the formation and defense of the United States of America. Warden has gathered amazing true stories of both everyday Americans and our most beloved national figures, including Ben Franklin and Teddy Roosevelt, in a collection that will astound and inspire generations of readers.In these pages, a Plymouth colonist recounts her abduction by Indians, Ben Franklin recalls his arrival in Philadelphia as a penniless runaway, Daniel Boone explores Kentucky, and George Washington is sent on a perilous winter mission through the wilderness as a twenty-one-year-old soldier. During the Revolutionary period we hear from participants in the Boston Tea Party, about the fates of the signers of the Declaration of Independence, and lesser-known tales of courage from the battlefield. From the War of 1812, a privateer writes of battling the British navy. Davy Crockett reports from inside the Alamo. Andrew Jackson survives a duel to the death. From the Civil War era, a slave mother escapes to the North to be with her children and General James Longstreet gives a harrowing account of Pickett's Charge. Some of the book's most exciting stories come from the western frontier. Here are unbelievable stories of wrestling grizzly bears, Indian warfare, the Pony Express, and gold-rush prospectors. In the twentieth century, Charles Lindbergh recounts his transatlantic flight, soldiers do battle on D-Day and at Okinawa, civil rights pioneers risk their lives, Americans land on the moon, heroes emerge from the tragedy of September 11, 2001.American Courage could not be more timely. Collecting the most daring and exciting reports of American bravery, these are stories of the heart and soul of the country, personal accounts that prove that when the United States is challenged, from the frontier to the Civil War to the space missions to terrorism, individual Americans reveal their true, courageous selves. Highly readable, American Courage is an inspiring chorus of bravery and daring from the men and women whose actions formed a nation.

Since her death at the age of nineteen in 1431, Joan of Arc has maintained a remarkable hold on our collective imagination. She was a teenager of astonishing common sense and a national heroine who led men in to battle as a courageous warrior. Yet she was also abandoned by the king whose coronation she secured, betrayed by her countrymen, and sold to the enemy. In this meticulously researched landmark biography, Donald Spoto captures her astonishing life and the times in which she lived. Neither wife nor nun, queen nor noblewoman, philosopher nor stateswoman, Joan of Arc demonstrates that everyone who follows their heart has the power to change history.

Country music has exploded across the U.S. and undergone a sweeping revolution, transforming the once ridiculed world of Nashville into an unlikely focal point of American pop culture. Bruce Feiler was granted unprecedented access to the private moments of the revolution. Here is the acclaimed report: a chronicle of the genre's biggest stars as they change the face of American music.From the historic stage of the Grand Ole Opry to the dim light of a recording studio, here is a ruggedly authentic behind the scenes tour that takes you places outsiders have never been allowed to go. Part social history, part backstage pass, this penetrating and graceful book presents the most comprehensive portraits yet painted of Garth Brooks and Wynonna Judd-two of the most celebrated artists of our times-as well as a touching picture of Wade Hayes, a young man who hopes to follow them to the exalted heights of one of America's richest traditions: the world of country music.

How do you finally break free from a fair-weather bud who flees the scene as soon as a new guy comes aroundHow do you know which friends make it into your framilyWith tips for making and breaking, maintaining and sustaining your friendships, plus stories from real women, Friend or Frenemyexplores how great friends get us through hard times and dishes out advice about dumping the users, losers, and abusers. In this era of instant communication, relationships are not necessarily easier. Friend or Frenemyalso looks at how texting, MySpacing, and other modes of instant communication are oh-so-convenient but sometimes make it harder to make meaningful connections.With tons of wit and loads of charm, Lavinthal and Rozler are sure to get you thinking about friendship as if for the first time reminding us why our BFFs are often the most important people in our lives.

They're Going to Heaven . . . and They Know ItAt last, a complete, unsparing guide to evangelical Christians. This hilarious and highly useful manual, written by an insider, illuminates this rapidly growing and unique segment of America and offers a thoroughly entertaining, no-holds-barred, laugh-out-loud survey of evangelical culture. See inside for the scoop on: What Evangelicals Believe -- Plus a Master List of Who Is Going to Hell How to Party Like an Evangelical -- Ambrosia, Li'l Smokies, and Potluck Fever The Diversity of Evangelical Politics -- From Right-Wing to Wacko Evangelical Mating Habits -- The Shocking Truth

In its more than three hundred pages, The Dictionary of Love gets to the heart of the matter: To rusticate is to get out of town with one's lover.A ballabust is a controlling wife or girlfriend.Bob Hope had the longest Hollywood marriage.Kinkalicious is your girlfriend in a teddy.Tahiti is an island where lovers do the 'upa'upa. From "afterglow" to "zipper," "Ikea" to "Twister," The Dictionary of Love is chockablock with everything you ever wanted to know about love but couldn't find in your Funk Wagnalls. The book draws from all areas of life: love songs, poems, history, law books, sex manuals, medical and psychology texts, folklore, modern science, cookbooks, classical literature, Internet dating sites, TV shows, and today's slang. What famous people best define loveAccording to The Dictionary of Love, they include Johnny Depp, Angelina Jolie, Bill Clinton, Casanova, Lana Turner, Nefertiti, Zsa Zsa Gabor, Don Quixote, Ben & Jerry even Flipper and Lassie!Included, too, are charts, graphs, and illustrations, plus a G-spot directional map for women to give their boyfriend or lover. An indispensable tool for anyone who is composing a love sonnet, breaking up over e-mail, writing a romance novel, planning a romantic getaway, or just looking for something juicy to whisper in their lover's ear, The Dictionary of Love is a first-of-its-kind compendium of all things amorous.

In The Bush Agenda, Antonia Juhasz exposes a radical corporate globalization agenda that has been refined by leading members and allies of the Bush administration over decades and reached its fullest, most aggressive implementation under George W. Bush and Bush Agenda adherents plan for it to outlast him. Juhasz uncovers the history and key role of U.S. corporations in the creation of this agenda focusing on Bechtel, Lockheed Martin, Chevron, and Halliburton then presents the Iraq War as its most brutal application to date. Expertly revealing the oil timeline driving the war, Juhasz charts exactly how the administration has fundamentally transformed Iraq's economy, locked in sweeping advantages to its corporate allies, and expanded its target to the whole Middle East. The results of these same corporate globalization policies dislocation, extreme poverty, and increased violence and terrorism have been demonstrated in regions from South America to Africa to the Middle East and Asia, and in the United States.Extensively researched and now updated with a new afterword, The Bush Agenda is a brilliant, informative analysis, revealing the hard truths about where the Bush administration and its corporate allies are leading the modern world and what we can do about it.

"When war comes, you look for certain special qualities in the people you'll be working with. General Tom Franks embodies those qualities: strength, experience, a keen mind, energy, honor, good humor, and a deep loyalty to his troops and to his country. "Tom Franks is truly a soldier's soldier."-- Secretary of Defense Donald Rumsfeld The Commander in Chief of the United States Central Command from July 2000 through July 2003, General Tommy Franks made history by leading American and Coalition forces to victory in Afghanistan and Iraq -- the decisive battles that launched the war on terrorism. In this riveting memoir, General Franks retraces his journey from a small-town boyhood in Oklahoma and Midland, Texas, through a lifetime of military service -- including his heroic tour as an Artillery officer in Vietnam, where he was wounded three times. A reform-minded Cold War commander and a shrewd tactician during Operation Desert Storm, Franks took command of CENTCOM at the dawn of what he calls a "crease in history" -- becoming the senior American military officer in the most dangerous region on earth. Now, drawing on his own recollections and military records declassified for this book, Franks offers the first true insider's account of the war on terrorism that has changed the world since September 11, 2001. He puts you in the Operations Center for the launch of Operation Enduring Freedom just weeks after 9/11, capturing its uncertain early days and the historic victory that followed. He traces his relationship with the demanding Donald Rumsfeld, as early tensions over the pace of the campaign gave way to a strong and friendly collaboration. When President Bush focused world attention on the threat of Iraq, Franks seized the moment to implement a bold new vision of joint warfare in planning Operation Iraqi Freedom. Rejecting Desert Storm style massive troop deployment in favor of flexibility and speed, Franks was questioned by the defense establishment -- including Secretary of State Colin Powell. Yet his vision was proven on the ground: Within three weeks, Baghdad had fallen.American Soldier is filled with revelation. Franks describes the covert diplomacy that helped him secure international cooperation for the war, and reveals the role of foreign leaders -- and a critical double agent code-named "April Fool" -- in the most successful military deception since D-Day in 1944. He speaks frankly of intelligence shortcomings that endangered our troops, and of the credible WMD threats -- including eleventh-hour warnings from Arab leaders -- that influenced every planning decision. He offers an unvarnished portrait of the "disruptive and divisive" Washington bureaucracy, and?a candid assessment?of the war's aftermath. Yet in the end, as American Soldier demonstrates, the battles in Afghanistan and Iraq remain heroic victories -- wars of liberation won by troops whose valor was "unequalled," Franks writes, "by anything in the annals of war." Few individuals have the chance to contribute so much of themselves to the American story as General Tommy Franks. In American Soldier, he captures it all.