Gain practical insights by exploiting data in your business to build advanced predictive modeling applications About This Book ? A step-by-step guide to predictive modeling including lots of tips, tricks, and best practices ? Learn how to use popular predictive modeling algorithms such as Linear Regression, Decision Trees, Logistic Regression, and Clustering ? Master open source Python tools to build sophisticated predictive models Who This Book Is For This book is designed for business analysts, BI analysts, data scientists, or junior level data analysts who are ready to move on from a conceptual understanding of advanced analytics and become an expert in designing and building advanced analytics solutions using Python. If you are familiar with coding in Python (or some other programming/statistical/*ing language) but have never used or read about predictive analytics algorithms, this book will also help you. What You Will Learn ? Understand the statistical and mathematical concepts behind predictive analytics algorithms and implement them using Python libraries ? Get to know various methods for importing, cleaning, sub-setting, merging, joining, concatenating, exploring, grouping, and plotting data with pandas and NumPy ? Master the use of Python notebooks for exploratory data analysis and rapid prototyping ? Get to grips with applying regression, classification, clustering, and deep learning algorithms ? Discover advanced methods to analyze structured and unstructured data ? Visualize the performance of models and the insights they produce ? Ensure the robustness of your analytic applications by mastering the best practices of predictive analysis In Detail Social Media and the Internet of Things have resulted in an avalanche of data. Data is powerful but not in its raw form; it needs to be processed and modeled, and Python is one of the most robust tools out there to do so. It has an array of packages for predictive modeling and a suite of IDEs to choose from. Using the Python programming language, analysts can use these sophisticated methods to build scalable analytic applications. This book is your guide to getting started with predictive analytics using Python. You'll balance both statistical and mathematical concepts, and implement them in Python using libraries such as pandas, scikit-learn, and NumPy. Through case studies and code examples using popular open-source Python libraries, this book illustrates the complete development process for analytic applications. Covering a wide range of algorithms for classification, regression, clustering, as well as cutting-edge techniques such as deep learning, this book illustrates explains how these methods work. You will learn to choose the right approach for your problem and how to develop engaging visualizations to bring to life the insights of predictive modeling. Finally, you will learn best practices in predictive modeling, as well as the different applications of predictive modeling in the modern world. The course provides you with highly practical content from the following Packt books: 1. Learning Predictive Analytics with Python 2. Mastering Predictive Analytics with Python Style and approach This course aims to create a smooth learning path that will teach you how to effectively perform predictive analytics using Python. Through this comprehensive course, you’ll learn the basics of predictive analytics and progress to predictive modeling in the modern world.

Do you want to eat delicious food that allows you to lose weight and keep it off permanently without hunger or deprivation?Do you want to throw away your medications and recover from chronic illnesses such as heart disease, high blood pressure, and diabetes?Do you want to maintain your good health, live longer, and enjoy life to the fullest?If you said yes to any of these, then the Eat to Live Cookbook is for you.Through his #1 New York Times bestselling book Eat to Live, Joel Fuhrman, M.D., has helped millions of readers worldwide discover the most effective, healthy, and proven path to permanent weight loss.Now the Eat to Live Cookbook makes this revolutionary approach easier than ever before. Filled with nutritious, delicious, and easy-to-prepare recipes for every occasion, the Eat to Live Cookbook shows you how to follow Dr. Fuhrman's life-changing program as you eat your way to incredible health.

Under pressure to prepare a quick, nutritious dinnerUnder pressure to reduce your fat and cholesterolWhen the pressure's on for a great vegetarian meal on the run, turn to Lorna Sass's second guide to the safe and delicious use of the pressure cooker.Following the phenomenal success of Cooking Under Pressure, this collection of recipes dispels the myth of the difficult-to-use pressure cooker -- which is in fact easier and faster than the microwave -- and shows how vegetarian fare can be vibrantly colorful and full of flavor!Bursting with rich soups, hearty stews and casseroles, zesty curries, and flavor-packed chilis, Great Vegetarion Cooking Under Pressure brings together over 150 recipes, most with cooking times of under ten minutes. Arrive in Provence with a two-minute soupe au pistou laced with garlic and fennel; serve up an elegant zucchini bisque with tomatoes and fresh basil in just five minutes; or prepare a polenta good enough for a palazzo in only ten minutes. There are also scores of perfect vegetable side dish recipes, with an instructive chart detailing how to prepare everything from artichokes to zucchini.Lorna Sass devotes special attention to grains -- a vital part of the healthy diet -- and shows how brown rice, millet, couscous, quinoa, and bulgur can turn from gourmet store items into staples of your pantry. Whether it's Risotto with Broccoli Rabe and White Beans in five minutes, or Mediterranean Vegetable Couscous in just six, these recipes lock in delicious nutrition without tying up precious time. There's even a section about the splendid desserts that are possible with the pressure cooker, like Banana Pudding Cake and Pumpkin Bread Pudding.Filled with informative sections about the equipment, ingredients, and language of pressure cooking, suggestions for theme menus, and mail-order resources, this compendium of high-quality, high-fiber, low-fat (and mostly cholesterol-free) dishes will become an essential guide for today's bustling cook.

Enjoy three titles in one collection from RaeAnne Thayne Blackberry Summer When a small-town woman falls for a big-city cop… Shop owner and single mom Claire Bradford has just suffered a serious car accident in her hometown of Hope's Crossing, Colorado. She certainly has no time for romance, or so she tells herself—especially when Riley McKnight comes back to town as the new chief of police. The accident forces Claire to rely on other people, including Riley, and she realizes for the first time that things have to change—in her own life and in the town, where a string of robberies has damaged the residents' sense of community. Riley is the man who can bring about the change everybody needs! Woodrose Mountain Evie Blanchard was at the top of her field in the city of angels. But when an emotional year forces her to walk away from her job as an occupational therapist, she moves from Los Angeles to Hope’s Crossing seeking a quieter life. So the last thing she needs is to get involved with the handsome, arrogant Brodie Thorne and his injured daughter, Taryn. A self-made man and single dad, Brodie will do anything to get Taryn the rehabilitation she needs…even if it means convincing Evie to move in with them. And despite her vow to keep an emotional distance, Evie can’t help but be moved by Taryn’s spirit, or Brodie’s determination to win her help—and her heart. Sweet Laurel Falls Spring should bring renewal, but Maura McKnight-Parker cannot escape the past. Still reeling from the loss of one daughter, the former free-spirit is thrown for a loop by the return of her older daughter, Sage, and the reappearance of her first love, Sage’s father. Jackson Lange never knew his daughter – never even knew that he’d left the love of his life pregnant when he fled their small town – but he had never forgotten Maura. Now they are all back, but Sage has her own secret, one that will test the fragile bonds of a reunited family.

If you've checked out my Diners, Drive-ins and Dives books or visited my restaurants, Johnny Garlic's and Tex Wasabi's, you know I'm down with all types of good food—and that I'll do what's required to track it down. In Guy Fieri Food, I'm cookin' it my way, from the perfect recipe for Pepper Jack Pretzels (from Mr. Awesome Pretzel himself—that's me) to how to pull together a Red Rocker Margarita Chicken sandwich to a full-on vegetable Guy'd (bet you didn't see that one comin'!). Before I'm finished I'll have you throwing parties with everything from Bacon-Jalapeno Duck appe-tapas to Chicago Beef Pizza to Johnny Garlic's Cedar Plank Salmon.Fact is, I've been cookin' it, livin' it, and lovin' it since I was just a kid, and it's a privilege to help you bring home some of my own classic, big, and bold flavors.

No. 1 New York Times bestsellers DIVERGENT, INSURGENT and ALLEGIANT in collector’s trilogy set. DIVERGENT – a major motion picture in 2014. Divergent: Sixteen-year-old Tris has been forced to make a terrible choice. In a divided society where everyone must conform, Tris does not fit. So she ventures out, alone, determined to find out where she truly belongs. Tris can trust no one in this brutal new world, but she is drawn to a boy who seems to both threaten and protect her. Insurgent: Tris has survived a brutal attack on her home, but she has paid a terrible price. Wracked by grief and guilt, she becomes reckless as she struggles to accept her new future. If Tris wants to uncover the truth, she must be stronger than ever as more shocking choices and sacrifices lie ahead. Allegiant: The faction-based society that Tris once believed in is shattered – fractured by violence and power struggles and scarred by loss and betrayal. So when offered a chance to explore the world past the limits she's known, Tris is ready. Perhaps beyond the fence, she will find a simple new life, free from complicated lies, tangled loyalties and painful memories. But Tris's new reality is even more alarming than the one she left behind. And once again, Tris must battle to comprehend the complexities of human nature – and of herself – while facing impossible choices about courage, allegiance, sacrifice and love.

Thinking skills are a key feature of learning. These brilliant titles in the series will help you develop intellectual skills in children, such as reasoning and enquiry, information processing, creative thinking and evaluation skills. The ability to think effectively and to use ICT competently are two crucial 21st century skills.Thinking Skills ICT is specifically designed to make explicit each of the thinking skills that will be utilised when pupils carry out the various ICT activities.

Thinking skills are a key feature of learning. These brilliant titles in the series will help you develop intellectual skills in children, such as reasoning and enquiry, information processing, creative thinking and evaluation skills.Thinking Skills Geography and Sustainable Development provides lesson plans on how to use the thinking skills outlined in the National Curriculum to address the geography objectives and sustainable development concepts for KS1 and KS2.Lessons include:* The seaside* Land use* Waste and recycling* Traffic issues* River pollution* Coastal erosion* Tourism

Part of a popular series that will inspire the teachers, especially the non-specialists, to teach history and geography with confidence.* comprehensive background information* extensive photocopiable resources such as pictures, charts and diagrams* detailed lesson plans* differentiated activities at three ability levels* ideas for support and extension* suggestions for incorporating ICT.The Tudors chapters include:* The Tudor family* Henry VIII* The six wives of Henry VIII* Why did Henry marry six times?* Rich people in Tudor times* Poor people in Tudor times* Compare and contrast Tudor life with life today* Exploration in the Tudor period* Drake's voyage around the world* English settlements in America

Part of a popular series that will inspire the teachers, especially the non-specialists, to teach history and geography with confidence. Each book contains: comprehensive background information, extensive photocopiable resources such as pictures, charts and diagrams, detailed lesson plans, differentiated activities at three ability levels, ideas for support and extension, suggestions for incorporating ICT. Famous Journeys chapters include: Roald Amundsen, Amelia Earhart, Ellen MacArthur and Neil Armstrong.

This is a great new resource that provides a selection of poems, lesson plans and worksheets, designed to be used by Key Stage 2 teachers in literacy lessons. The poems and lesson plans are based on a variety of environmental issues, such as recycling, dramatic weather changes and environmental disasters (like oil spills). The book contains 24 lessons with cross-curricular links to support learning in other subject areas. Their interest coincides with the need for schools to raise awareness of environmental concerns and to become more sustainable organisations.

This Popular series that will inspire teachers, especially the the non-specialists, to teach history with confidence. The books contains everything you need: comprehensive background information, detailed lesson plans and further reources for extension.

There is a popular and romantic myth about Rembrandt and the Jewish people. One of history's greatest artists, we are often told, had a special affinity for Judaism. With so many of Rembrandt's works devoted to stories of the Hebrew Bible, and with his apparent penchant for Jewish themes and the sympathetic portrayal of Jewish faces, it is no wonder that the myth has endured for centuries.Rembrandt's Jews puts this myth to the test as it examines both the legend and the reality of Rembrandt's relationship to Jews and Judaism. In his elegantly written and engrossing tour of Jewish Amsterdam-which begins in 1653 as workers are repairing Rembrandt's Portuguese-Jewish neighbor's house and completely disrupting the artist's life and livelihood-Steven Nadler tells us the stories of the artist's portraits of Jewish sitters, of his mundane and often contentious dealings with his neighbors in the Jewish quarter of Amsterdam, and of the tolerant setting that city provided for Sephardic and Ashkenazic Jews fleeing persecution in other parts of Europe. As Nadler shows, Rembrandt was only one of a number of prominent seventeenth-century Dutch painters and draftsmen who found inspiration in Jewish subjects. Looking at other artists, such as the landscape painter Jacob van Ruisdael and Emmanuel de Witte, a celebrated painter of architectural interiors, Nadler is able to build a deep and complex account of the remarkable relationship between Dutch and Jewish cultures in the period, evidenced in the dispassionate, even ordinary ways in which Jews and their religion are represented-far from the demonization and grotesque caricatures, the iconography of the outsider, so often found in depictions of Jews during the Middle Ages and the Renaissance.Through his close look at paintings, etchings, and drawings; in his discussion of intellectual and social life during the Dutch Golden Age; and even through his own travels in pursuit of his subject, Nadler takes the reader through Jewish Amsterdam then and now-a trip that, under ever-threatening Dutch skies, is full of colorful and eccentric personalities, fiery debates, and magnificent art.

Tim Green's thrilling Baseball Great books are perfect for middle-grade readers, and this collection contains three bestselling novels in the series.Baseball Great: Josh feels like he's starting to make it big! Jaden, the school reporter, says he's going to take the baseball team to number one. Then his dad pulls him off the field and signs him up with Coach Rocky Valentine's youth championship team, the Titans. Now Josh is gulping down Rocky's "Super Stax" milkshakes to build muscle and trying to fit in with his new teammates. All Josh really wants to do is play ball, but as he gets in deeper with the Titans, Josh and his new friend Jaden find themselves in a dangerous struggle with a desperate man who doesn't want them to expose the nasty secrets they uncover.Rivals: New York Times bestselling author Tim Green delivers a hard-hitting look at what some teams will do to win in this gripping companion to Baseball Great. Josh is thrilled when all his hard training pays off in a big way and his team, the Titans, makes it to a national tournament in Cooperstown, home of the National Baseball Hall of Fame. But after a dirty play and a brutal injury threaten to sideline Josh, he spies suspicious activity at the tournament. He tries to tell his good friend Jaden about what he's seen, but she's too busy spending time with the L.A. Comets' star player to want to get involved. Jaden says she's doing research for the newspaper . . . but is she?Best of the Best: Josh is still flying high from his team's tournament win when his parents start talking about a divorce. Now his dad is challenging him to play the best of the best at the Little League World Series in Williamsport, Pennsylvania. But does he just want to get Josh out of the way. With the help of Benji and Jaden, Josh races to get the facts that can keep his family together—but it's ever harder to concentrate on the game and make the winning plays that will lead his team to victory.

Kids everywhere feel connected to Ramona's unique way of looking at the world as she tries to adjust to new teachers, feels jealous about Susan's curls, and is secretly pleased by Yard Ape's teasing. The scrapes she gets herself into—like wearing pajamas to school or accidentally making egg yolk shampoo—are funny and heartwarming, and sometimes embarrassing. No matter what, Ramona's lively, curious spirit shines through. This collection includes three favorites: Beezus and Ramona, Ramona the Pest, Ramona the Brave.

New York Times bestselling author and former NFL defensive end Tim Green delivers baseball tales with sports action and emotional heart that will keep kids on the edge of their seats. This collection contains three bestselling novels in the series.Pinch Hit: Trevor and Sam look alike. But their lives couldn't be more different. Trevor is a movie star, living the Hollywood life in a huge mansion with his own limo, pool, and bowling alley. There's nothing he doesn't have except the one thing he wants most: to play baseball for real. Sam is a regular kid who seems to have what it takes to make it to baseball's Major Leagues. He's determined to get the scouts at the big USC tournament to recognize his talent. When Sam signs up at Casting Central to make some extra money, he and Trevor come together on a movie set and see the chance to trade places—to pinch hit for each other and make everyone's dreams come true.Force Out: Joey and Zach have always been best friends. They're also two of the best baseball players in their league, and shoo-ins for the all-star team at the end of the season. Their dream is to play together on the Center State select team, and they will do anything to help each other get there. Then the boys learn there's only one open spot on the select team. Suddenly Joey and Zach go from being best friends to biggest rivals, and Joey has to decide his next move. He can play the biggest game of his life, or he can use a secret they share to force Zach out. How far should Joey go to win?New Kid: Tommy's the new kid in town—who now goes by the name Brock—and he's having a hard time fitting in. Thanks to a prank gone wrong, he may be able to settle in on the baseball team. But can he prove himself before he becomes a new kid . . . again?

This collection contains the first three novels in Sara Shepard's #1 New York Times bestselling Pretty Little Liars series, making it a perfect introduction to the books that inspired the hit ABC Family original TV showIn Rosewood, majestic estates sprawl for acres, and Tiffany toggle bracelets dangle from every girl's wrist. But not all that glitters is gold, and the town harbors secrets darker than anyone could imagine—like the truth about what really happened the night Alison DiLaurentis went missing. . . .. Pretty Little Liars: Welcome to Rosewood and the pretty little liars who call it home. High school juniors Spencer, Hanna, Aria, and Emily thought their darkest secrets vanished when their best friend, Alison, went missing three years ago. But now someone named "A" is sending them notes and threatening to reveal their ugliest secrets—things only Alison knew. Pretty Little Liars #2: Flawless: Four pretty little liars have been very bad girls. But their most horrible secret yet is so scandalous that the truth would ruin them forever.Pretty Little Liars #3: Perfect: Four perfect-looking girls aren't nearly as perfect as they seem: Aria can't resist her forbidden ex. Hanna is on the verge of losing her BFF. Emily is freaking out over a simple kiss. And Spencer can't keep her hands off anything that belongs to her sister.

With fifty-one million people worldwide actively worshiping in Pentecostal circles, Pentecostalism is not only the single largest movement in Protestantism, but is arguably the single most important religious movement in modern times. But where did these Pentecostals come fromAnd how did a movement that began obscurely in turn-of-the-century Kansas come to have so much meaning for so many millions of people?This biographical study of Charles Fox Parham offers a fascinating account of this movement's origins in the American Midwest and of the one man most responsible for giving that movement its identity. An inspired itinerant preacher from the Kansas prairies, Parham pieced together the unique Pentecostal theology and dedicated his short life to spreading his message of divine hope-a message that was to strike a responsive chord in the hearts of a hard-working people discouraged by frequent economic depression. His story is one of both triumph and defeat, the saga of a sickly farm boy who by the age of thirty-three had converted almost ten thousand followers and yet, less than five years later, had fallen into obscurity, his name besmirched by scandal and his leadership repudiated by the very movement he had struggled so tirelessly to inspire.Exhaustively researched, Fields White Unto Harvest is an in-depth study of the sociological significance of the Pentecostal movement, its roots in the evangelical thought of the late nineteenth century, and the several directions of its growth in the twentieth. Through Parham's story, woven into a fascinating narrative by James Goff, we achieve a new understanding of the man behind the movement that would eventually alter the landscape of American religious history.

A practical guide to what we have lost in the modern world, why we have lost it and how easily it is to rediscover. Harmony is a blueprint for a more balanced, sustainable world that the human race must create to survive. For more than 30 years His Royal Highness Prince Charles The Prince of Wales has been at the forefront of a growing ecological movement. Originally treated with scepticism, many of his ideas are now widely accepted and gaining increasing impact and influence. His work has sought to meet a huge range of modern challenges, from urbanisation to deforestation. In every case, however, the philosophy that is the foundation of his work has always been the same, but has always been unspoken, until now. For the first time, Prince Charles, with the help of his two leading advisors, has brought together his vast knowledge and experience to set out this philosophy - a philosophy that is as robust as it is practical. In Harmony, Prince Charles looks at different aspects of our modern world to demonstrate how many of the challenges seen in areas as diverse as architecture, farming and medicine can be traced to how we have abandoned a classical sense of balance and proportion. From the rice farms of India to America's corn belt, Harmony spans the globe, dissecting the specific practices of modern life that have put us at odds with the world and showing how this imbalance manifests itself throughout our lives. Harmony shows how the imbalance that has emerged is at heart of a crisis which now threatens our very civilisation. It tells the story of how our disconnection from Nature has contributed to the greatest crisis in the history of mankind and how seeking balance in our actions will return us to a more considered, secure, comfortable and cleaner world. Drawing on his own practical experience, Prince Charles charts how changes to how we look at the world could lead us toward a better future. He describes how knowledge and perspectives now largely lost could help us meet very modern challenges, including in the built environment, engineering, medicine and farming.

Susan McBride Collection by Susan McBride has de*ive copy which is not yet available from the Publisher.

The incorrigible children of Ashton Place are especially naughty, but they can't help it: They were raised by wolves. Now that they've been adopted by an English lord and lady, adjusting to a genteel life won't be easy, even with a mysterious young governess to teach them about everything from French to forks. Perfect for fans of Lemony Snicket, The Incorrigible Children of Ashton Place books have been named a Kirkus Best Book for Children, placed on the Kids' Indie Next List, and chosen as Chicago Public Library Best of the Best.Together for the first time, this collection includes:The Incorrigible Children of Ashton Place: Book I: The Mysterious Howling The Incorrigible Children of Ashton Place: Book II: The Hidden Gallery The Incorrigible Children of Ashton Place: Book III: The Unseen Guest