Meet Helena Andrews, sassy, single, smart, and, yes, a bitch but Tina Fey said it best, bitch is the new black!When Helena Andrews heard this declaration on Saturday Night Live, her first reaction was How daaare youBut after a commercial break and some thought, she decided to poke at the stereotype that says "successful" and "bitch" are synonyms. Unafraid and frank, she comes to realize that being a bitch is sometimes the best way to be except, of course, when it's not. Bitch Is the New Black follows Andrews sexy, single, and a self-described smart-ass on her trip from kidnapped daughter of a lesbian to Washington, D.C., political reporter who can't remember a single senator's name. Told in Andrews's singular voice, this addictive memoir explores the roller coaster of being educated and single while trying to become an "actual adult" and find love. In these candid yet heartfelt essays, she chronicles that ride from beginning to end: a childhood spent on an all-white island, escaping via episodes of The Cosby Show; being set up with Obama's "body guy" Reggie Love by Maureen Dowd; and the shocking suicide of a best friend. Through it all, Andrews and her gang of girlfriends urge each other to "keep it moving." But no one can stay strong all the time not even the women we believe do so without trying. As Andrews says, "Despite the fact that the most recognizable woman in the United States is black, popular culture still hasn't moved past the only adjective apparently meant to describe us "strong." She is also flawed, tired, naive, greedy, gutsy, frightened, and kind: secret sides that come out in honest detail here.

We all have moments we wish we could relive. We'd give anything to skid down the toboggan hills of our youth, to breathe in the smell of our children as babies, or to spend just one more minute with someone we've lost. Dear Photograph provides a way to link these memories from the past to the present, overlapping them to see how the daydreams of our memories collide with our current realities.The idea is simple: hold up a photograph from the past in front of the place where it was originally taken, take a second photograph, and add a sentence of dedication about what the photograph means to you. The results, however, are astounding, which is why millions have flocked to dearphotograph.com and thousands have submitted their own Dear Photographs.This stunning visual compilation includes more than 140 never-before-seen Dear Photographs, as well as a space for you to attach your own cherished photo. By turns nostalgic, charming, and poignant, Dear Photograph evokes childhood memories, laments difficult losses, and, above all, celebrates the universal nature of love.

With information on entertaining, etiquette, housekeeping, basic home repair, decorating, sex, and beauty, The Modern Girl's Guide to Life became a sensational bestseller as young women everywhere discovered this indispensable book covered everything they should know . . . but might not. Now, in this revised edition of the classic, style maven Jane Buckingham reveals more of the helpful tips and secrets that get passed down from generation to generation, but that many of us have somehow missed.Full of practical, definitive advice on the basics the day-to-day necessities like finding a bra that fits, balancing a checkbook, making a decent cup of coffee, and hemming a pair of pants The Modern Girl's Guide to Life, Revised Edition includes new topics such as: Social Media 101: where you should and shouldn't be online Online dating: should you, shouldn't you, and how you can find the right guy Sexting: dos and don'ts Online flash sales: Are you really savingTips and tricks for eating organic, shopping at farmers' markets, and juicing safely Updated recipes, including vegan and gluten-free How to find the exercise you won't skip out on doing Interview etiquette: everything from what to wear to what to say Updated financial section . . . and more! Modern Girl guru Jane Buckingham includes loads of savvy counsel to help us feel more refined, in charge, and together as we navigate the rocky terrain that is twenty-first-century womanhood.

The coeditor of the enormously popular Jewish Catalog "help[s] readers understand more fully the meaning of our holidays and thereby to observe these festivals . . . with a greater devotion and joy."--Rabbi Alexander M. Schindler

The Ultimate Guide to Mastering Your Mental StrengthEveryone knows that regular exercise and weight training lead to physical strength. But how do we strengthen ourselves mentally for the truly tough timesAnd what should we do when we face these challengesOr as psychotherapist Amy Morin asks, what should we avoid when we encounter adversityThrough her years counseling others and her own experiences navigating personal loss, Morin realized it is often the habits we cannot break that are holding us back from true success and happiness. Indulging in self-pity, agonizing over things beyond our control, obsessing over past events, resenting the achievements of others, or expecting immediate positive results holds us back. This list of things mentally strong people don't do resonated so much with readers that when it was picked up by Forbes.com it received ten million views.Now, for the first time, Morin expands upon the thirteen things from her viral post and shares her tried-and-true practices for increasing mental strength. Morin writes with searing honesty, incorporating anecdotes from her work as a college psychology instructor and psychotherapist as well as personal stories about how she bolstered her own mental strength when tragedy threatened to consume her.Increasing your mental strength can change your entire attitude. It takes practice and hard work, but with Morin's specific tips, exercises, and troubleshooting advice, it is possible to not only fortify your mental muscle but also drastically improve the quality of your life.

A groundbreaking narrative a historical political thriller that explores the role of the Sons of Liberty in the American Revolution.More than two hundred years ago, a group of British colonists in America decided that the conditions under which they were governed had become intolerable. Angry and frustrated that King George III and the British Parliament had ignored their lawful complaints and petitions, they decided to take action.Knowing that their deeds often directed at individuals and property were illegal, and punishable by imprisonment and even death, these agitators plotted and conducted their missions in secret to protect their identities as well as the identities of those who supported them. Calling themselves the Sons of Liberty, they gathered together in a radical society committed to imposing forcible change. Those determined men including second cousins Samuel and John Adams, Paul Revere, Patrick Henry, and John Hancock saw themselves as patriots. Yet to the Crown, and to many of the Sons' fellow colonists, the revolutionaries were terrorists who deserved death for their treason.In this gripping narrative, Les Standiford reveals how this group of intelligent, committed men, motivated by economics and political belief, began a careful campaign of interlocking events that would channel feelings of vague injustice into an armed rebellion of common cause, which would defeat an empire and give birth to a radical political experiment a new nation known as the United States.

The author of The Back of Beyond continues the chronicle of his odyssey into some of the farthest corners of the world, from the Mountains of the Moon in Zaire, to wilderness Tasmania, to the unknown regions of New Guinea.

As one of the foremost liberal voices in television and radio today, Alan Colmes has long been braving the wilds of controversial issues and conservative slander. The host of the talk-radio show Fox News Live with Alan Colmes and cohost of Fox News Channel's hit debate show Hannity Colmes, Colmes now offers this witty, passionate wake-up call to America.Colmes takes on the fundamental question: How can we protect our nation without diminishing our liberties, and regain our place in the world as an example of democracyColmes urges Americans to see past the government's manipulation of the War on Terror to silence critics; the lies we've been force-fed about the war in Iraq and Afghanistan; and the conservative smear campaign that has turned "liberal" into a four-letter word. From debunking the myth of the liberal media to exposing conservative hypocrisy, Colmes presents the issues with thoughtful, provocative arguments, hard facts and logic, and searing humor.Certain to spark debate and cause readers to reevaluate and reaffirm their beliefs, Red, White Liberal powerfully argues that despite our differences, we must extend our hands across party lines to find solutions, protect our shores, and preserve our freedoms.

For the past thirty years, Steve Miller has done the messy, unpleasant work of salvaging America's lost companies with such success that the Wall Street Journal has dubbed him "U.S. Industry's Mr. Fix It." From his very first crisis assignment as point man for Lee Iaccoca's rescue team at Chrysler, Miller built an international reputation while fixing major problems in such varied industries as steel, construction, and health care. Most recently, as chairman and CEO of the bankrupt automotive parts manufacturer Delphi Corporation, he has confronted head-on the major issues threatening the survival of Detroit's Big Three. A battle is being fought in the heart of industrial America or what is left of it Miller observes. In the auto industry as well as every manufacturing corporation, management and labor are at loggerheads over wages and the skyrocketing costs of employee benefits. The way out of this battle is often painful and Miller is deeply aware of the high price individual workers and many communities have had to pay as a result.In this frank and unsparing memoir, Miller reveals a rarely seen side of American management. Miller recounts the inside story of the many turnaround jobs that have led to his renown as Mr. Fix It. But he also paints an intimate picture of his relationship with Maggie Miller, his wife of forty years, with whom Miller shares the credit for his success. Described by Miller as "my mentor and tormentor," Maggie served as his most trusted adviser and kept him focused on what truly matters until her death from brain cancer in 2006. A deeply moving personal story and timely snapshot of the state of American manufacturing and what it will take to restore it to profitability, The Turnaround Kid is Steve Miller's fascinating look at his education as an American executive.

With his career at a standstill and his golf game a shadow of its former mediocrity, TV writer and ESPN.com contributor Bob Smiley decided the time had come to turn to the one person who might be able to help: Tiger Woods. So, in January of 2008, Smiley set out to follow the game's greatest player from the gallery for every hole of an entire season and to absorb all that he could.Smiley traveled from the seaside cliffs of San Diego to the deserts of Dubai, through the hallowed gates of Augusta National, and on to arguably the greatest U.S. Open of all time back at Torrey Pines, where, in a legendary duel with charismatic journeyman Rocco Mediate, Woods won his fourteenth major on one leg.Smiley chronicles every dramatic and often hysterical moment of his journey with Tiger, including his off-course run-ins with Arabian sandstorms, ex-con ticket scalpers, and the motley assortment of strangers who became friends along the way.Told from the perspective of a true golf fan, Follow the Roar is a once-in-a-lifetime adventure through the most spectacular and inspiring season in Tiger Woods's celebrated career. In addition to the thrill of witnessing all 604 holes Woods played in '08, Smiley found in Tiger both inspiration and the gutsy embodiment of what it really means to be an athlete and a man.

In 1692 Puritan Samuel Sewall sent twenty people to their deaths on trumped-up witchcraft charges. The nefarious witch trials in Salem, Massachusetts represent a low point of American history, made famous in works by Longfellow, Nathaniel Hawthorne (himself a descendant of one of the judges), and Arthur Miller. The trials might have doomed Sewall to infamy except for a courageous act of contrition now commemorated in a mural that hangs beneath the golden dome of the Massachusetts State House picturing Sewall's public repentance. He was the only Salem witch judge to make amends.But, remarkably, the judge's story didn't end there. Once he realized his error, Sewall turned his attention to other pressing social issues. Struck by the injustice of the New England slave trade, a commerce in which his own relatives and neighbors were engaged, he authored "The Selling of Joseph," America's first antislavery tract. While his peers viewed Native Americans as savages, Sewall advocated for their essential rights and encouraged their education, even paying for several Indian youths to attend Harvard College. Finally, at a time when women were universally considered inferior to men, Sewall published an essay affirming the fundamental equality of the sexes. The text of that essay, composed at the deathbed of his daughter Hannah, is republished here for the first time.In Salem Witch Judge, acclaimed biographer Eve LaPlante, Sewall's great-great-great-great-great-great-granddaughter, draws on family lore, her ancestor's personal diaries, and archival documents to open a window onto life in colonial America, painting a portrait of a man traditionally vilified, but who was in fact an innovator and forefather who came to represent the best of the American spirit.

In 2005 Uzodinma Iweala stunned readers and critics alike with Beasts of No Nation, his debut novel about child soldiers in West Africa. Now his return to Africa has produced Our Kind of People, a non-fiction account of the AIDS crisis every bit as startling and original. HIV/AIDS has been reported as one of the most destructive diseases in recent memory tearing apart communities and ostracizing the afflicted. But the emphasis placed on death, destruction, and despair hardly captures the many and varied effects of the epidemic, or the stories of the extraordinary people who live and die under its watch.Our Kind of People opens our minds to these stories, introducing a new set of voices and altering the way we speak and think about disease. Iweala embarks on a remarkable journey through his native Nigeria, meeting individuals and communities that are struggling daily to understand both the impact and meaning of HIV/AIDS. He speaks with people from all walks of life the ill and the healthy, doctors, nurses, truck drivers, sex workers, shopkeepers, students, parents, and children. Their testimonies are by turns uplifting, alarming, humorous, and surprising, and always unflinchingly candid. Integrating his own experiences with these voices, Iweala creates at once a deeply personal exploration of life, love, and connection in the face of disease, and an incisive critique of our existing ideas of health and happiness.Beautifully written and heartbreakingly honest, Our Kind of People goes behind the headlines of an unprecedented epidemic to show the real lives it affects, illuminating the scope of the crisis and a continent's valiant struggle.

Veuve Clicquot champagne epitomizes glamour, style, and luxury. In The Widow Clicquot, Tilar J. Mazzeo brings to life for the first time the fascinating woman behind the iconic yellow label: Barbe-Nicole Clicquot Ponsardin, who, after her husband's death, defied convention by assuming the reins of the fledgling wine business they had nurtured together. Steering the company through dizzying political and financial reversals, she became one of the world's first great businesswomen and one of the richest women of her time. As much a fascinating journey through the process of making this temperamental wine as a biography of a uniquely tempered woman, The Widow Clicquot is the captivating true story of a legend and a visionary.

From the critically acclaimed author of Crazy '08 comes the thrilling true story of the most colorful and notorious law firm in American history. Scoundrels in Law offers an inside look at crime and punishment in the nineteenth century, and a whirlwind tour of the Gilded Age. Gangsters and con men. Spurned mistresses and wandering husbands. Strippers and Broadway royalty. Cat killers and spiritualists. These were the friends and clients of Howe Hummel, the most famous (and famously rotten) law firm in nineteenth-century America.The partners gloried in their reputation and made a rich living from it. William Howe left London a step ahead of the law to find his destiny defending the perpetrators of murder and mayhem in post-Civil War New York, in an age of really good murders. A dramatic, diamond-encrusted presence, Howe was one of the great courtroom orators of his era, winning improbable acquittals time after time.Abraham Hummel enjoyed a quieter but perhaps more fearsome notoriety, shaking down high society so well and so often that receiving an envelope with the law firm's name on it became almost a rite of passage.The partners bestrode Gilded Age New York with wit and brio, and everyone from Theodore Roosevelt to Lola Montez had a part in their story. In Howe Hummel's prime, it would not have been unusual to see a leading politician, a pickpocket, a Broadway star, a bank robber, and a socialite all crowded together into the waiting room of their offices, located conveniently across the street from the city jail. Howe and Hummel were not particularly good men. They were perfectly ready even eager to lie, cheat, and bribe on behalf of their clients. They did stop short of murder, though, a principle that played a critical role when the famous firm imploded in a truly spectacular web of deceit gone wrong.Through the windows of the dingy premises of Howe Hummel, readers can glimpse the Gilded Age in all its grime and grandeur. Cait Murphy restores this once-famous duo to their rightful place in the pantheon of great American characters.

Time is not money.Time is more important than money. Today's customers are overwhelmed, overworked, and overstressed, and it seems that everyone from CEOs to soccer moms is short on time and inundated with information. As a result, despite the availability of 24/7 commerce and countless ways of engaging people in our multiscreen (mobile, TV, and PC) economy, companies find it more difficult than ever to claim even a fraction of the 1,440 minutes in their customers' precious 24 hours. In The 24-Hour Customer, Adrian C. Ott, CEO of a successful Silicon Valley consultancy, argues that companies need to strategically harness the ebbs and flows of customer time and attention in order to win in today's competitive landscape. She explores the economics of time and attention, including why customers will devote hours addicted to social networks, yet will say "I have no time!" to other offerings. Based on extensive research and real-world results with market-leading companies, this book provides tools, such as Time-Value Tradeoffs and Time-ographics, that pinpoint opportunities to increase revenue and gain market traction. Filled with fascinating case studies from companies like Johnson Johnson, Amazon, and iPhone app start-ups, The 24-Hour Customer offers fresh ideas for capitalizing on the elements of time, attention, and value to innovate never-before-considered products, services, and programs for today's ber-connected, multitasking customer. Readers will discover how: Zipcar utilized time-slicing to redefine automobile ownership and grew by 70 percent, while the auto industry struggled in 2009; Netflix, Hulu, and others time-shifted to movies on-demand, ultimately restructuring the entertainment industry; P&G leveraged inattention by enabling habit-formation for some of its most successful brands. This book shares the latest strategic weapons for achieving market leadership and will change the way executives think about their businesses and their customers.

Create reports and solve common report problems with minimal fuss. About This Book ? Use this unique book to master the basics and advanced features of Pentaho 8 Reporting. ? A book showing developers and analysts with IT skills how to create and use the best possible reports using the Pentaho platform. ? Written with a very practical approach: full of tutorials and practical examples (source code included). Who This Book Is For This book is written for two types of professionals and students: Information Technologists with a basic knowledge of Databases and Java Developers with medium seniority. Developers will be interested to discover how to embed reports in a third-party Java application. What You Will Learn ? The basics of Pentaho Reporting (Designer and SDK) and its initial setup. ? Develop the most attractive reports on top of a wide range of data sources. ? Perform detailed customization of layout, parameterization, internationalization, behaviors, and more for your custom reports developed with Pentaho Reporting. ? Integrate Pentaho reports into third-party Java application with full control over interactions, layout, and behavior in general. ? Use Pentaho reports in the other components of the Pentaho Suite (BA Platform and PDI). In Detail This hands-on tutorial, filled with exercises and examples, introduces the reader to a variety of concepts within Pentaho Reporting. With screenshots that show you how reports look at design time as well as how they should look when rendered as PDF, Excel, HTML, Text, Rich-Text-File, XML, and CSV, this book also contains complete example source code that you can copy and paste into your environment to get up-and-running quickly. Updated to cover the features of Pentaho 8, this book will teach you everything you need to know to build fast, efficient reports using Pentaho. If your interest lies in the technical details of creating reports and you want to see how to solve common reporting problems with a minimum of fuss, this is the book for you. Style and approach A step-by-step guide covering technical topics relating to environments, best practices, and source code, to enable the reader to assemble the best reports and use them in existing Java applications.

Harness the power of Dynamics 365 Operations and discover all you need to implement it About This Book ? Master all the necessary tools and resources to evaluate Dynamics 365 for Operations, implement it, and proactively maintain it. ? Troubleshoot your problems effectively with your Dynamics 365 partner ? Learn about architecture, deployment choices, integration, configuration and data migration, development, testing, reporting and BI, support, upgrading, and more. Who This Book Is For This book is for technology leaders, project managers solution architects, and consultants who are planning to implement, are in the process of implementing, or are currently upgrading to Dynamics 365 for Operations. This book will help you effectively learn and implement Dynamics 365 for Operations. What You Will Learn ? Learn about Microsoft Dynamics 365, it's offerings, plans and details of Finance and Operations, Enterprise edition ? Understand the methodology and the tool, architecture, and deployment options ? Effectively plan and manage configurations and data migration, functional design, and technical design ? Understand integration frameworks, development concepts, best practices, and recommendations while developing new solutions ? Learn how to leverage intelligence and analytics through Power BI, machine learning, IOT, and Cortana intelligence ? Master testing, training, going live, upgrading, and how to get support during and after the implementation In Detail Microsoft Dynamics 365 for Finance and Operations, Enterprise edition, is a modern, cloud-first, mobile-first, ERP solution suitable for medium and large enterprise customers. This book will guide you through the entire life cycle of a implementation, helping you avoid common pitfalls while increasing your efficiency and effectiveness at every stage of the project. Starting with the foundations, the book introduces the Microsoft Dynamics 365 offerings, plans, and products. You will be taken through the various methodologies, architectures, and deployments so you can select, implement, and maintain Microsoft Dynamics 365 for Finance and Operations, Enterprise edition. You will delve in-depth into the various phases of implementation: project management, analysis, configuration, data migration, design, development, using Power BI, machine learning, Cortana analytics for intelligence, testing, training, and finally deployment, support cycles, and upgrading. This book focuses on providing you with information about the product and the various concepts and tools, along with real-life examples from the field and guidance that will empower you to execute and implement Dynamics 365 for Finance and Operations, Enterprise edition. Style and approach This book is a step-by-step guide focusing on implementing Dynamics 365 Operations solutions for your organization.

Plan, design, and deploy System Center Configuration Manager 1706 like never before, regardless of how complex your infrastructure is About This Book ? The most up-to-date resource on deploying or migrating to System Center Configuration Manager 1706 within your IT infrastructure ? Plan, design, and deploy ConfigMgr 1706 with ease, both on primary and multiple-hierarchy sites ? Master the new features of ConfigMgr 1706, including Windows 10 support Who This Book Is For If you are a system engineer or an administrator planning to deploy Microsoft System Center Configuration Manager 1706, then this book is for you. This book will also benefit system administrators who are responsible for designing and deploying one or more System CenterConfiguration Manager 1706 sites in their new or existing systems. What You Will Learn ? Install ConfigMgr servers and the necessary roles ? Design and scale ConfigMgr environments ? Configure and administrate essential ConfigMgr roles and features ? Create software packages using .msi and .exe files ? Deliver detailed reports with an automatic patching process ? Apply proper hardening on your deployment and secure workstations ? Deploy operating systems and updates leveraging ConfigMgr mechanisms ? Create high-availability components using the built-in mechanism for backup and recovery In Detail It becomes important to plan, design, and deploy configurations when administrators know that Configuration Manager interacts with a number of infrastructure components such as Active Directory Domain Services, network protocols, Windows Server services, and so on. Via real-world-world deployment scenarios, this book will help you implement a single primary site or multiples sites. You will be able to efficiently plan and deploy a multiple-site hierarchy such as central administration site. Next, you will learn various methods to plan and deploy Configuration Manager clients, secure them and make the most of new features offered through ConfigMgr 1706 like compliance, deploying updates operating systems to the endpoints. Then, this book will show you how to install, configure, and run SQL reports to extract information. Lastly, you will also learn how to create and manage users access in an ConfigMgr environment By the end of this book, you will have learned to use the built-in mechanism to back up and restore data and also design maintenance plan. Style and approach This step-by-step guide teaches you cool ways to plan, deploy, and configure ConfigMgr 1706. This tutorial, which complements the release of ConfigMgr 1706 with a refreshing new approach and expert guidance, will teach you everything you need to know about the essentials of server.

Over 80 recipes to help you breeze through your data analysis projects using R About This Book ? Analyse your data using the popular R packages like ggplot2 with ready-to-use and customizable recipes ? Find meaningful insights from your data and generate dynamic reports ? A practical guide to help you put your data analysis skills in R to practical use Who This Book Is For This book is for data scientists, analysts and even enthusiasts who want to learn and implement the various data analysis techniques using R in a practical way. Those looking for quick, handy solutions to common tasks and challenges in data analysis will find this book to be very useful. Basic knowledge of statistics and R programming is assumed. What You Will Learn ? Acquire, format and visualize your data using R ? Using R to perform an Exploratory data analysis ? Introduction to machine learning algorithms such as classification and regression ? Get started with social network analysis ? Generate dynamic reporting with Shiny ? Get started with geospatial analysis ? Handling large data with R using Spark and MongoDB ? Build Recommendation system- Collaborative Filtering, Content based and Hybrid ? Learn real world dataset examples- Fraud Detection and Image Recognition In Detail Data analytics with R has emerged as a very important focus for organizations of all kinds. R enables even those with only an intuitive grasp of the underlying concepts, without a deep mathematical background, to unleash powerful and detailed examinations of their data. This book will show you how you can put your data analysis skills in R to practical use, with recipes catering to the basic as well as advanced data analysis tasks. Right from acquiring your data and preparing it for analysis to the more complex data analysis techniques, the book will show you how you can implement each technique in the best possible manner. You will also visualize your data using the popular R packages like ggplot2 and gain hidden insights from it. Starting with implementing the basic data analysis concepts like handling your data to creating basic plots, you will master the more advanced data analysis techniques like performing cluster analysis, and generating effective analysis reports and visualizations. Throughout the book, you will get to know the common problems and obstacles you might encounter while implementing each of the data analysis techniques in R, with ways to overcoming them in the easiest possible way. By the end of this book, you will have all the knowledge you need to become an expert in data analysis with R, and put your skills to test in real-world scenarios. Style and Approach ? Hands-on recipes to walk through data science challenges using R ? Your one-stop solution for common and not-so-common pain points while performing real-world problems to execute a series of tasks. ? Addressing your common and not-so-common pain points, this is a book that you must have on the shelf

Simplify machine learning model implementations with Spark About This Book ? Solve the day-to-day problems of data science with Spark ? This unique cookbook consists of exciting and intuitive numerical recipes ? Optimize your work by acquiring, cleaning, analyzing, predicting, and visualizing your data Who This Book Is For This book is for Scala developers with a fairly good exposure to and understanding of machine learning techniques, but lack practical implementations with Spark. A solid knowledge of machine learning algorithms is assumed, as well as hands-on experience of implementing ML algorithms with Scala. However, you do not need to be acquainted with the Spark ML libraries and ecosystem. What You Will Learn ? Get to know how Scala and Spark go hand-in-hand for developers when developing ML systems with Spark ? Build a recommendation engine that scales with Spark ? Find out how to build unsupervised clustering systems to classify data in Spark ? Build machine learning systems with the Decision Tree and Ensemble models in Spark ? Deal with the curse of high-dimensionality in big data using Spark ? Implement Text analytics for Search Engines in Spark ? Streaming Machine Learning System implementation using Spark In Detail Machine learning aims to extract knowledge from data, relying on fundamental concepts in computer science, statistics, probability, and optimization. Learning about algorithms enables a wide range of applications, from everyday tasks such as product recommendations and spam filtering to cutting edge applications such as self-driving cars and personalized medicine. You will gain hands-on experience of applying these principles using Apache Spark, a resilient cluster computing system well suited for large-scale machine learning tasks. This book begins with a quick overview of setting up the necessary IDEs to facilitate the execution of code examples that will be covered in various chapters. It also highlights some key issues developers face while working with machine learning algorithms on the Spark platform. We progress by uncovering the various Spark APIs and the implementation of ML algorithms with developing classification systems, recommendation engines, text analytics, clustering, and learning systems. Toward the final chapters, we’ll focus on building high-end applications and explain various unsupervised methodologies and challenges to tackle when implementing with big data ML systems. Style and approach This book is packed with intuitive recipes supported with line-by-line explanations to help you understand how to optimize your work flow and resolve problems when working with complex data modeling tasks and predictive algorithms. This is a valuable resource for data scientists and those working on large scale data projects.

Leverage Scala and Machine Learning to study and construct systems that can learn from data About This Book ? Explore a broad variety of data processing, machine learning, and genetic algorithms through diagrams, mathematical formulation, and updated source code in Scala ? Take your expertise in Scala programming to the next level by creating and customizing AI applications ? Experiment with different techniques and evaluate their benefits and limitations using real-world applications in a tutorial style Who This Book Is For If you’re a data scientist or a data analyst with a fundamental knowledge of Scala who wants to learn and implement various Machine learning techniques, this book is for you. All you need is a good understanding of the Scala programming language, a basic knowledge of statistics, a keen interest in Big Data processing, and this book! What You Will Learn ? Build dynamic workflows for scientific computing ? Leverage open source libraries to extract patterns from time series ? Write your own classification, clustering, or evolutionary algorithm ? Perform relative performance tuning and evaluation of Spark ? Master probabilistic models for sequential data ? Experiment with advanced techniques such as regularization and kernelization ? Dive into neural networks and some deep learning architecture ? Apply some basic multiarm-bandit algorithms ? Solve big data problems with Scala parallel collections, Akka actors, and Apache Spark clusters ? Apply key learning strategies to a technical analysis of financial markets In Detail The discovery of information through data clustering and classification is becoming a key differentiator for competitive organizations. Machine learning applications are everywhere, from self-driving cars, engineering design, logistics, manufacturing, and trading strategies, to detection of genetic anomalies. The book is your one stop guide that introduces you to the functional capabilities of the Scala programming language that are critical to the creation of machine learning algorithms such as dependency injection and implicits. You start by learning data preprocessing and filtering techniques. Following this, you'll move on to unsupervised learning techniques such as clustering and dimension reduction, followed by probabilistic graphical models such as Na?ve Bayes, hidden Markov models and Monte Carlo inference. Further, it covers the discriminative algorithms such as linear, logistic regression with regularization, kernelization, support vector machines, neural networks, and deep learning. You’ll move on to evolutionary computing, multibandit algorithms, and reinforcement learning. Finally, the book includes a comprehensive overview of parallel computing in Scala and Akka followed by a de*ion of Apache Spark and its ML library. With updated codes based on the latest version of Scala and comprehensive examples, this book will ensure that you have more than just a solid fundamental knowledge in machine learning with Scala. Style and approach This book is designed as a tutorial with hands-on exercises using technical analysis of financial markets and corporate data. The approach of each chapter is such that it allows you to understand key concepts easily.