Unleash the power of Python and its robust data science capabilities About This Book Unleash the power of Python 3 objects Learn to use powerful Python libraries for effective data processing and analysis Harness the power of Python to analyze data and create insightful predictive models Unlock deeper insights into machine learning with this vital guide to cutting-edge predictive analytics Who This Book Is For Entry-level analysts who want to enter in the data science world will find this course very useful to get themselves acquainted with Python’s data science capabilities for doing real-world data analysis. What You Will Learn Install and setup Python Implement objects in Python by creating classes and defining methods Get acquainted with NumPy to use it with arrays and array-oriented computing in data analysis Create effective visualizations for presenting your data using Matplotlib Process and analyze data using the time series capabilities of pandas Interact with different kind of database systems, such as file, disk format, Mongo, and Redis Apply data mining concepts to real-world problems Compute on big data, including real-time data from the Internet Explore how to use different machine learning models to ask different questions of your data In Detail The Python: Real-World Data Science course will take you on a journey to become an efficient data science practitioner by thoroughly understanding the key concepts of Python. This learning path is divided into four modules and each module are a mini course in their own right, and as you complete each one, you’ll have gained key skills and be ready for the material in the next module. The course begins with getting your Python fundamentals nailed down. After getting familiar with Python core concepts, it’s time that you dive into the field of data science. In the second module, you'll learn how to perform data analysis using Python in a practical and example-driven way. The third module will teach you how to design and develop data mining applications using a variety of datasets, starting with basic classification and affinity analysis to more complex data types including text, images, and graphs. Machine learning and predictive analytics have become the most important approaches to uncover data gold mines. In the final module, we'll discuss the necessary details regarding machine learning concepts, offering intuitive yet informative explanations on how machine learning algorithms work, how to use them, and most importantly, how to avoid the common pitfalls. Style and approach This course includes all the resources that will help you jump into the data science field with Python and learn how to make sense of data. The aim is to create a smooth learning path that will teach you how to get started with powerful Python libraries and perform various data science techniques in depth.

Master the art of building dynamic, modern web applications with React About This Book Learn the hot new frontend web framework from Facebook – ReactJS, an easy way of developing the V in MVC and a better approach to software engineering in JavaScript A fast-paced guide to designing and building scalable and maintainable web apps with React.js Learn all the new ES6 features and be among the most prominent JavaScript developers who can write efficient JS programs as per the latest standards Master the art of building modern web applications using React Learn to build modern native iOS and Android applications using JavaScript and the incredible power of React Who This Book Is For This course is for web developers that want to unlock high performance dynamism in the applications that they create. If you want a comprehensive journey into one of the most important JavaScript frameworks around today, dive into this course. What You Will Learn Take control of the front end with reactive JavaScript programming Discover what ReactJS offers your development - before mastering it Create React elements with properties and children Use JSX to speed up your React development process Test your React components with the Jest test framework Learn the latest syntax of ES6 Execute ES6 in a non-supported ES6 environment Learn the principles of object-oriented programming Create a complete single-page application Use an application design plan to write smarter, more meaningful code Learn how to use animations to give extra style to your application Get to grips with the React Native environment Write your own custom native UI components Integrate native modules in Objective-C and Java that interact with JavaScript In Detail ReactJS has helped to transform the web as we know it. Designed by Facebook to help developers build rapid, responsive UI that can deal with data-intensive usage, it’s an essential component in any web developer’s skillset. This ReactJS course, in five connected modules, provides you with a fast, engaging and practical route into ReactJS—so you can build powerful, elegant, and modern web applications. Beginning with the Reactive Programming with JavaScript module, you will learn how to take advantage of a reactive and functional programming paradigm to rethink how you approach your JavaScript code. It’s built to help you understand the concepts, relevant and applicable for any frontend developer. You’ll then dive a little deeper into ReactJS. The second module gives you a rapid look through the fundamentals of ReactJS, showing you how to build a basic application and demonstrating how to implement the Flux architecture. In the third module you will get to grips with ES6—this will make you a more fluent JavaScript developer, giving you control over ReactJS. You can put your old JavaScript hacks aside and instead explore how to create ES6 custom iterators. In the final two modules you’ll learn how to fully master ReactJS, exploring its wider ecosystem of tools that have helped to make it one of the most important tools in web development today. Ending with insights and guidance on React Native, the tool built for today’s demand for native, intuitive user experiences and interfaces, with this course you can be confident in building dynamic and modern apps with React. Style and approach Consisting of five separate modules, journey from the fundamentals of reactive programming to the exciting possibilities of React Native. Each module builds on each other, helping you to incrementally develop your skills and knowledge.

Master the art of building analytical models using R About This Book Load, wrangle, and analyze your data using the world's most powerful statistical programming language Build and customize publication-quality visualizations of powerful and stunning R graphs Develop key skills and techniques with R to create and customize data mining algorithms Use R to optimize your trading strategy and build up your own risk management system Discover how to build machine learning algorithms, prepare data, and dig deep into data prediction techniques with R Who This Book Is For This course is for data scientist or quantitative analyst who are looking at learning R and take advantage of its powerful analytical design framework. It’s a seamless journey in becoming a full-stack R developer. What You Will Learn Describe and visualize the behavior of data and relationships between data Gain a thorough understanding of statistical reasoning and sampling Handle missing data gracefully using multiple imputation Create diverse types of bar charts using the default R functions Familiarize yourself with algorithms written in R for spatial data mining, text mining, and so on Understand relationships between market factors and their impact on your portfolio Harness the power of R to build machine learning algorithms with real-world data science applications Learn specialized machine learning techniques for text mining, big data, and more In Detail The R learning path created for you has five connected modules, which are a mini-course in their own right. As you complete each one, you'll have gained key skills and be ready for the material in the next module! This course begins by looking at the Data Analysis with R module. This will help you navigate the R environment. You'll gain a thorough understanding of statistical reasoning and sampling. Finally, you'll be able to put best practices into effect to make your job easier and facilitate reproducibility. The second place to explore is R Graphs, which will help you leverage powerful default R graphics and utilize advanced graphics systems such as lattice and ggplot2, the grammar of graphics. You'll learn how to produce, customize, and publish advanced visualizations using this popular and powerful framework. With the third module, Learning Data Mining with R, you will learn how to manipulate data with R using code snippets and be introduced to mining frequent patterns, association, and correlations while working with R programs. The Mastering R for Quantitative Finance module pragmatically introduces both the quantitative finance concepts and their modeling in R, enabling you to build a tailor-made trading system on your own. By the end of the module, you will be well-versed with various financial techniques using R and will be able to place good bets while making financial decisions. Finally, we'll look at the Machine Learning with R module. With this module, you'll discover all the analytical tools you need to gain insights from complex data and learn how to choose the correct algorithm for your specific needs. You'll also learn to apply machine learning methods to deal with common tasks, including classification, prediction, forecasting, and so on. Style and approach Learn data analysis, data visualization techniques, data mining, and machine learning all using R and also learn to build models in quantitative finance using this powerful language.

Andrea Zanzotto is one of the most important and acclaimed poets of postwar Italy. This collection of ninety-one pseudo-haiku in English and Italian-written over several months during 1984 and then revised slowly over the years-confirms his commitment to experimentation throughout his life. Haiku for a Season represents a multilevel experiment for Zanzotto: first, to compose poetry bilingually; and second, to write in a form foreign to Western poetry. The volume traces the life of a woman from youth to adulthood, using the seasons and the varying landscape as a mirror to reflect her growth and changing attitudes and perceptions. With a lifelong interest in the intersections of nature and culture, Zanzotto displays here his usual precise and surprising sense of the living world. These never-before-published original poems in English appear alongside their Italian versions-not strict translations but parallel texts that can be read separately or in conjunction with the originals. As a sequence of interlinked poems, Haiku for a Season reveals Zanzotto also as a master poet of minimalism. Zanzotto's recent death is a blow to world poetry, and the publication of this book, the last that he approved in manu*, will be an event in both the United States and in Italy.

Frogs are worshipped for bringing nourishing rains, but blamed for devastating floods. Turtles are admired for their wisdom and longevity, but ridiculed for their sluggish and cowardly behavior. Snakes are respected for their ability to heal and restore life, but despised as symbols of evil. Lizards are revered as beneficent guardian spirits, but feared as the Devil himself.In this ode to toads and snakes, newts and tuatara, crocodiles and tortoises, herpetologist and science writer Marty Crump explores folklore across the world and throughout time. From creation myths to trickster tales; from associations with fertility and rebirth to fire and rain; and from the use of herps in folk medicines and magic, as food, pets, and gods, to their roles in literature, visual art, music, and dance, Crump reveals both our love and hatred of amphibians and reptiles-and their perceived power. In a world where we keep home terrariums at the same time that we battle invasive cane toads, and where public attitudes often dictate that the cute and cuddly receive conservation priority over the slimy and venomous, she shows how our complex and conflicting perceptions threaten the conservation of these ecologically vital animals.Sumptuously illustrated, Eye of Newt and Toe of Frog, Adder's Fork and Lizard's Leg is a beautiful and enthralling brew of natural history and folklore, sobering science and humor, that leaves us with one irrefutable lesson: love herps. Warts, scales, and all.

German-Jewish political philosopher Hannah Arendt (1906-75) fled from the Nazis to New York in 1941, and during the next thirty years in America she wrote her best-known and most influential works, such as The Human Condition, The Origins of Totalitarianism, and On Revolution. Yet, despite the fact that a substantial portion of her oeuvre was written in America, not Europe, no one has directly considered the influence of America on her thought-until now. In Arendt and America, historian Richard H. King argues that while all of Arendt's work was haunted by her experience of totalitarianism, it was only in her adopted homeland that she was able to formulate the idea of the modern republic as an alternative to totalitarian rule.?Situating Arendt within the context of U.S. intellectual, political, and social history, King reveals how Arendt developed a fascination with the political thought of the Founding Fathers. King also re-creates her intellectual exchanges with American friends and colleagues, such as Dwight Macdonald and Mary McCarthy, and shows how her lively correspondence with sociologist David Riesman helped her understand modern American culture and society. In the last section of Arendt and America, King sets out the context in which the Eichmann controversy took place and follows the debate about "e;the banality of evil"e; that has continued ever since. ?As King shows, Arendt's work, regardless of focus, was shaped by postwar American thought, culture, and politics, including the Civil Rights Movement and the Cold War.For Arendt, the United States was much more than a refuge from Nazi Germany; it was a stimulus to rethink the political, ethical, and historical traditions of human culture. This authoritative combination of intellectual history and biography offers a unique approach for thinking about the influence of America on Arendt's ideas and also the effect of her ideas on American thought.

Growing up an Italian-American in the Bensonhurst neighborhood of New York city, Marianna De Marco longed for college, culture, and upward mobility. Her daydreams circled around WASP (White Anglo Saxon Protestant) heroes on television-like Robin Hood and the Cartwright family-but in Brooklyn she never encountered any. So she associated moving up with Ocean Parkway, a street that divides the working-class Italian neighborhood where she was born from the middle-class Jewish neighborhood into which she married. This book is Torgovnick's unflinching account of crossing cultural boundaries in American life, of what it means to be an Italian American woman who became a scholar and literary critic.Included are autobiographical moments interwoven with engrossing interpretations of American cultural icons from Dr. Dolittle to Lionel Trilling, The Godfather to Camille Paglia. Her experiences allow her to probe the cultural tensions in America caused by competing ideas of individuality and community, upward mobility and ethnic loyalty, acquisitiveness and spirituality.

In the United States at the height of the Cold War, roughly between the end of World War II and the early 1980s, a new project of redefining rationality commanded the attention of sharp minds, powerful politicians, wealthy foundations, and top military brass. Its home was the human sciences-psychology, sociology, political science, and economics, among others-and its participants enlisted in an intellectual campaign to figure out what rationality should mean and how it could be deployed.?How Reason Almost Lost Its Mind brings to life the people-Herbert Simon, Oskar Morgenstern, Herman Kahn, Anatol Rapoport, Thomas Schelling, and many others-and places, including the RAND Corporation, the Center for Advanced Study in the Behavioral Sciences, the Cowles Commission for Research and Economics, and the Council on Foreign Relations, that played a key role in putting forth a "e;Cold War rationality."e; Decision makers harnessed this picture of rationality-optimizing, formal, algorithmic, and mechanical-in their quest to understand phenomena as diverse as economic transactions, biological evolution, political elections, international relations, and military strategy. The authors chronicle and illuminate what it meant to be rational in the age of nuclear brinkmanship.

"e;The most potent weapon in the hands of the oppressor is the mind of the oppressed."e; Like all of Steve Biko's writings, those words testify to the passion, courage, and keen insight that made him one of the most powerful figures in South Africa's struggle against apartheid. They also reflect his conviction that black people in South Africa could not be liberated until they united to break their chains of servitude, a key tenet of the Black Consciousness movement that he helped found.I Write What I Like contains a selection of Biko's writings from 1969, when he became the president of the South African Students' Organization, to 1972, when he was prohibited from publishing. The collection also includes a preface by Archbishop Desmond Tutu; an introduction by Malusi and Thoko Mpumlwana, who were both involved with Biko in the Black Consciousness movement; a memoir of Biko by Father Aelred Stubbs, his longtime pastor and friend; and a new foreword by Professor Lewis Gordon.Biko's writings will inspire and educate anyone concerned with issues of racism, postcolonialism, and black nationalism.

In Trying Biology, Adam R. Shapiro convincingly dispels many conventional assumptions about the 1925 Scopes "e;monkey"e; trial. Most view it as an event driven primarily by a conflict between science and religion. Countering this, Shapiro shows the importance of timing: the Scopes trial occurred at a crucial moment in the history of biology textbook publishing, education reform in Tennessee, and progressive school reform across the country. He places the trial in this broad context-alongside American Protestant antievolution sentiment-and in doing so sheds new light on the trial and the historical relationship of science and religion in America.?For the first time we see how religious objections to evolution became a prevailing concern to the American textbook industry even before the Scopes trial began. Shapiro explores both the development of biology textbooks leading up to the trial and the ways in which the textbook industry created new books and presented them as "e;responses"e; to the trial. Today, the controversy continues over textbook warning labels, making Shapiro's study-particularly as it plays out in one of America's most famous trials-an original contribution to a timely discussion.

Between present and past, visible and invisible, and sensation and idea, there is resonance-so philosopher Maurice Merleau-Ponty argued and so Jessica Wiskus explores in The Rhythm of Thought. Holding the poetry of Stephane Mallarme, the paintings of Paul Cezanne, the prose of Marcel Proust, and the music of Claude Debussy under Merleau-Ponty's phenomenological light, she offers innovative interpretations of some of these artists' masterworks, in turn articulating a new perspective on Merleau-Ponty's philosophy.?More than merely recovering Merleau-Ponty's thought, Wiskus thinks according to it. First examining these artists in relation to noncoincidence-as silence in poetry, depth in painting, memory in literature, and rhythm in music-she moves through an array of their artworks toward some of Merleau-Ponty's most exciting themes: our bodily relationship to the world and the dynamic process of expression. She closes with an examination of synesthesia as an intertwining of internal and external realms and a call, finally, for philosophical inquiry as a mode of artistic expression. Structured like a piece of music itself, The Rhythm of Thought offers new contexts in which to approach art, philosophy, and the resonance between them.

In Jane Austen's works, a name is never just a name. In fact, the names Austen gives her characters and places are as rich in subtle meaning as her prose itself. Wiltshire, for example, the home county of Catherine Morland in Northanger Abbey, is a clue that this heroine is not as stupid as she seems: according to legend, cunning Wiltshire residents caught hiding contraband in a pond capitalized on a reputation for ignorance by claiming they were digging up a "e;big cheese"e;-the moon's reflection on the water's surface. It worked.In Jane Austen's Names, Margaret Doody offers a fascinating and comprehensive study of all the names of people and places-real and imaginary-in Austen's fiction. Austen's creative choice of names reveals not only her virtuosic talent for riddles and puns. Her names also pick up deep stories from English history, especially the various civil wars, and the blood-tinged differences that played out in the reign of Henry VIII, a period to which she often returns. Considering the major novels alongside unfinished works and juvenilia, Doody shows how Austen's names signal class tensions as well as regional, ethnic, and religious differences. We gain a new understanding of Austen's technique of creative anachronism, which plays with and against her skillfully deployed realism-in her books, the conflicts of the past swirl into the tensions of the present, transporting readers beyond the Regency.Full of insight and surprises for even the most devoted Janeite, Jane Austen's Names will revolutionize how we read Austen's fiction.

For more than 100 years, Delmonico has embodied the spirit of New Orleans. First opened in 1895, Delmonico Restaurant and Bar in New Orleans reopened its doors a century later to tremendous acclaim as Emeril's Delmonico. In his latest cookbook, America's favorite celebrity chef presents a collection of recipes that are adapted and simplified for home cooks, featuring a combination of Creole classics and Emeril's kicked-up creations. Emeril's Delmonico is full of recipes for hearty, innovative food steeped in New Orleans style. Illustrated with both contemporary full-color and vintage black-and-white photographs, Emeril's Delmonico paints a lively, evocative portrait of Emeril's classic cuisine and the rich culinary history of New Orleans.

Everyone has a story to share. What's yoursIn 2009, Brandon Doman, who has always been curious about the people with whom we share our world, sat at a local coffeehouse and decided to ask passersby a simple question: "What's your story?" Providing only paper and pens, Doman created an exploratory space that instantly intrigued people to share their stories anonymously. Now, more than 10,000 stories later, the Strangers Project has become a momentous movement, engaging strangers of all ages and backgrounds to reflect, rejoice, heal, and connect through words. Published here for the first time, What's Your Storyshowcases a selection of two hundred stories from the Strangers Project. Equal parts heartbreaking and humorous, this moving compendium lays bare our universal truths, desires, and sufferings, and illustrates the emotional power of storytelling and our shared humanity. To complete this beautiful collage of stories, a blank page is included at the end for readers to add their own personal story. With more than fifty color photographs and illustrations

The critically acclaimed author of Serving Victoria brilliantly illuminates the life of the little-known Bess of Hardwick—next to Queen Elizabeth I, the richest and most powerful woman in sixteenth-century England.Aided by a quartet of judicious marriages and a shrewd head for business, Bess of Hardwick rose from humble beginnings to become one of the most respected and feared Countesses in Elizabethan England—an entrepreneur who built a family fortune, created glorious houses—the last and greatest built as a widow in her 70s—and was deeply involved in matters of the court, including the custody of Mary Queen of Scots.While Bess cultivated many influential courtiers, she also collected numerous enemies. Her embittered fourth husband once called her a woman of “devices and desires,” while nineteenth-century male historians portrayed her as a monster—”a woman of masculine understanding and conduct, proud, furious, selfish and unfeeling.” In the twenty-first century she has been neutered by female historians who recast her as a soft-hearted sort, much maligned, and misunderstood. As Kate Hubbard reveals, the truth of this highly accomplished woman lies somewhere in between: ruthless and scheming, Bess was sentimental and affectionate as well.Hubbard draws on more than 230 of Bess’s letters, including correspondence with the Queen and her councilors, fond (and furious) missives between her husbands and children, and notes sharing titillating court gossip. The result is a rich, compelling portrait of a true feminist icon centuries ahead of her time—a complex, formidable, and decidedly modern woman captured in full as never before.

From Fairway Market's master buyer and author of the hugely successful Cheese Primer comes a celebration of the store's extravagant food collection and the stories surrounding its culture.Fairway, a local institution in New York City for more than fifty years, is the busiest food store in the world. There shoppers can find innumerable artisanal food products, which, for three decades, Steven Jenkins has traveled the world to find. With a wonderful narrative and anecdotes from the man who personally brought so many of the world's greatest foods to New York and the United States, readers will become more enthusiastic shoppers and better cooks. Jenkins's longtime associate, Mitchel London, provides recipes that will attract not only Fairway customers but any home cook who has access to great ingredients.

For fans of the Chronicles of Narnia comes the Wildwood Chronicles, the New York Times bestselling fantasy adventure series by Colin Meloy, lead singer of the Decemberists, and Carson Ellis, acclaimed illustrator of The Mysterious Benedict Society. This collection brings together all three novels, each replete with illustrations, including a number of gorgeous, full-color plates.Wildwood: Prue and her friend Curtis uncover a secret world in the midst of violent upheaval—a world full of warring creatures, peaceable mystics, and powerful figures with the darkest intentions. And what begins as a rescue mission becomes something much greater as the two friends find themselves entwined in a struggle for the very freedom of this wilderness. A wilderness the locals call Wildwood.Under Wildwood: Ever since Prue returned home from the Impassable Wilderness after rescuing her brother from the malevolent Dowager Governess, life has been pretty dull. Her mind is constantly returning to the verdant groves and sky-tall trees of Wildwood. But all is not well in that world. Prue and her friend Curtis are thrown together again. To save themselves and the lives of their friends, they must go under Wildwood.Wildwood Imperium: The fate of Wildwood hangs in the balance, as Prue and Curtis draw closer to their goal of bringing together a pair of exiled toy makers in order to reanimate a mechanical boy prince. . . .

Prima Ballerina Darcey Bussell takes you on a captivating journey to a faraway land of ballet and magic, the wonderful world of Enchantia! Books 1 to 6 in the sparkly Magic Ballerina series for all young girls who dream of being a ballerina, or simply love to dance… Delphie’s greatest dream is to become a ballerina, and she can't quite believe it when she is invited to join the new ballet school. But there's more to Madame Zarakova's than it at first seems and with the help of some very special ballet shoes, Delphie finds herself spinning into a whole new world… Join Delphie in the first series of the wonderful Magic Ballerina books.

At long last, this is the definitive Wet Hot American Summer book fans have been clamoring for! Screenwriters David Wain and Michael Showalter take pen to page and create a hilarious, behind-the-scenes annotated version of the original screenplay that launched a thousand Halloween costumes. They provide commentary on and insight into how and why they made the artistic decisions they did while writing and filming the movie that went on to become a true cult classic, as well as an ongoing Netflix series. The book will also feature reproduced ephemera from filming-photos, original (and scathing) reviews, AIM chat conversations, marked up script pages, and so much more. Written and curated by Wain and Showalter, this will be the must-have guide to all things Wet Hot.

George R.R. Martin’s A Song of Ice and Fire is the greatest fantasy epic of the modern age, and is now available in a collectible box set, including an exclusive fold-out map of Westeros. Now a major Sky Atlantic TV series from HBO, featuring a stellar cast. George R.R. Martin's A Song of Ice and Fire series has set the benchmark for contemporary epic fantasy. Labelled by Time magazine as one of the top 100 most influential people in the world, Martin has conjured a world as complex and vibrant as that of J.R.R. Tolkien’s, populated by a huge cast of fascinating, complex characters, and boasting a history that stretches back twelve thousand years. Three great storylines weave through the books, charting the civil war for control of the Seven Kingdoms; the defence of the towering Wall of ice in the uttermost north against the unearthly threat of the Others; and across the Narrow Sea the rise to power of Daenerys Targaryen and the last live dragons in the world. The HBO adaption of A Game of Thrones is currently airing worldwide and has already proved so popular that a second season has been commissioned. The box set includes: A GAME OF THRONES A CLASH OF KINGS A STORM OF SWORDS, 1: STEEL AND SNOW A STORM OF SWORDS, 2: BLOOD AND GOLD A FEAST FOR CROWS A DANCE WITH DRAGONS, 1: DREAMS AND DUST A DANCE WITH DRAGONS, 2: AFTER THE FEAST The dimension of the box set is 197mm x 130mm.

James Prosek has been called "the Audubon of the fishing world" by the New York Times. A passionate fisherman and talented artist from a young age, he published two illustrated books on fish and fishing while still an undergraduate at Yale. After winning a traveling fellowship to follow in the footsteps of Izaak Walton, The Compleat Angler became his obsession. He was fascinated by Walton, a humble man who won the friendship of kings, and he was intrigued by the book's philosophies concerning the timelessness and immortality that could be achieved by fishing. Although Walton was sixty when The Compleat Angler was published and Prosek only twenty when he set off to visit England, they each had traits in common: a love of fishing and an extraordinary ability to make friends.This is the story of a young man's pilgrimage through England, fishing the waters that are now privately held. Along with wonderful stories about good times, great fishing, and fine eating, this trip becomes an exploration of Waltonian ideals: how to live with humor, wisdom, contentment, and simplicity.The original watercolors complementing the text are wonderful. Like Walton's book, The Complete Angler is not about fishing but about life. Or rather, it is about fishing but fishing is life.