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The Kaggle Book: Data analysis and machine learning for competitive data science
By Konrad Banachewicz, Luca Massaron. 2022
Get a step ahead of your competitors with insights from over 30 Kaggle Masters and Grandmasters. Discover tips, tricks, and…
best practices for competing effectively on Kaggle and becoming a better data scientist. Purchase of the print or Kindle book includes a free eBook in the PDF format.Key FeaturesLearn how Kaggle works and how to make the most of competitions from over 30 expert KagglersSharpen your modeling skills with ensembling, feature engineering, adversarial validation and AutoMLA concise collection of smart data handling techniques for modeling and parameter tuningBook DescriptionMillions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career. The first book of its kind, The Kaggle Book assembles in one place the techniques and skills you’ll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won’t easily find elsewhere, and the knowledge they’ve accumulated along the way. As well as Kaggle-specific tips, you’ll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You’ll design better validation schemes and work more comfortably with different evaluation metrics. Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this book is for you. Plus, join our Discord Community to learn along with more than 1,000 members and meet like-minded people!What you will learnGet acquainted with Kaggle as a competition platformMake the most of Kaggle Notebooks, Datasets, and Discussion forumsCreate a portfolio of projects and ideas to get further in your careerDesign k-fold and probabilistic validation schemesGet to grips with common and never-before-seen evaluation metricsUnderstand binary and multi-class classification and object detectionApproach NLP and time series tasks more effectivelyHandle simulation and optimization competitions on KaggleWho this book is forThis book is suitable for anyone new to Kaggle, veteran users, and anyone in between. Data analysts/scientists who are trying to do better in Kaggle competitions and secure jobs with tech giants will find this book useful. A basic understanding of machine learning concepts will help you make the most of this book.Escape to the French Farmhouse: The #1 Kindle Bestseller
By Jo Thomas. 2020
'You smell the lavender, you feel the sun on your face, this book is pure joy!' Katie Fforde'Uplifting and full…
of warmth, this novel is the next best thing to jetting off to France on a relaxing break away.' My WeeklyCan Del find her recipe for happiness?Del and her husband Ollie moved to a beautiful village in Provence for a fresh start after years of infertility struggles. But six weeks after they arrive, they’re packing the removal van once more. As Del watches the van leave for England, she suddenly realises exactly what will make her happier…a new life in France – without Ollie.Now alone, all Del has is a crumbling farmhouse, a mortgage to pay and a few lavender plants. What on earth is she going to do? After discovering an old recipe book at the market run by the rather attractive Fabian, Del starts to bake. But can her new-found passion really help her let go of the past and lead to true happiness?A heart-warming tale about reclaiming your life, set amongst the lavender fields of Provence. Perfect escapism from the author of Late Summer in the Vineyard and The Honey Farm on the Hill.--------------------------------------------------Readers are falling in love with Escape to the French Farmhouse‘It’s simply amazing . . . has you hooked and makes you feel are in the sunshine in France.’‘A refreshing, feel-good story, just perfect for sitting and reading in the sun.’‘A love story at its best. You can smell the lavender.’A Daughter's Choice
By June Francis. 1997
Seventeen year old Katie is about to discover a devastating family secret...Katie is the apple of her mother’s eye and…
is being groomed to take over the family business. But when Celia, her natural mother, re-enters her life, her world is turned completely upside down.Tormented by her divided loyalties, Katie is plagued by a question Celia refuses to answer – who is her real father? (Note: Originally published as Somebody Else's Girl)Your One Wild and Precious Life: An Inspiring Guide to Becoming Your Best Self At Any Age
By Maureen Gaffney. 2021
WINNER OF THE AUDIENCE CHOICE IRISH BOOK AWARD 2021Once you've got a few decades on the clock, life can seem…
sort of cross-roadsy. Once you're no longer thinking of yourself as 'young', you may be looking back, thinking 'How did I get here?' And also looking ahead, wondering: 'What do I do now?'This realization that neither time nor choices are limitless is both daunting and exciting. This is the moment to take stock and figure out how to make the best of every precious moment of the rest of your life. And to develop the tools to be able to do so again and again.Your One Wild and Precious Life is an eye-opening account of this surprisingly liberating process. Using the latest ground-breaking research, leading psychologist Maureen Gaffney has written an inspiring and practical guide for getting to grips with time. Taking the key stages of our life - from infancy to old age - she explores what we learn at each stage. And, crucially, she explains how, no matter what has happened in the past, and what age you are, you can find a better route forward.Your One Wild and Precious Life is both profound and reassuring. It will transform your thinking, connect you with who you truly are and help you to reclaim control over your life. Crucially, it will empower you to face the future with optimism. It is a book to fundamentally alter your relationship with time and show you that every age can be your best age.'A profound, important work; simultaneously wise, instructive and a love letter to humanity' IRISH TIMES'Fascinating and engaging' SUNDAY TIMES'A must-read' IRISH DAILY MAIL'[It] will transform your thinking' IRISH FARMERS JOURNALBehind the Scenes of the Old Testament: Cultural, Social, And Historical Contexts
By Jonathan S. Greer;John W. Hilber;and John H. Walton. 2018
Sensation and Perception
By Bennett L. Schwartz, John H. Krantz. 2024
Sensation and Perception is a cutting edge and highly readable account of modern sensation and perception from both a cognitive…
and neurocognitive perspective. Written in an accessible and engaging manner, authors Bennett L. Schwartz and John H. Krantz offer readers the most relevant topics in the field of sensation and perception. Rich in examples and applications to everyday life, the text includes an emphasis on areas of interest to students, namely, music, clinical applications, neuropsychology, and interesting animal perception systems. Updates to the Third Edition include revised chapters throughout, new science, and interactive video links. This title is accompanied by a complete teaching and learning package. Contact your Sage representative to request a demo. Learning Platform / Courseware Sage Vantage is an intuitive learning platform that integrates quality Sage textbook content with assignable multimedia activities and auto-graded assessments to drive student engagement and ensure accountability. Unparalleled in its ease of use and built for dynamic teaching and learning, Vantage offers customizable LMS integration and best-in-class support. It’s a learning platform you, and your students, will actually love. Learn more. Assignable Video with Assessment Assignable video (available in Sage Vantage) is tied to learning objectives and curated exclusively for this text to bring concepts to life. Watch a sample video now. LMS Cartridge: Import this title’s instructor resources into your school’s learning management system (LMS) and save time. Don’t use an LMS? You can still access all of the same online resources for this title via the password-protected Instructor Resource Site. Learn more.Sensation and Perception
By Bennett L. Schwartz, John H. Krantz. 2024
Sensation and Perception is a cutting edge and highly readable account of modern sensation and perception from both a cognitive…
and neurocognitive perspective. Written in an accessible and engaging manner, authors Bennett L. Schwartz and John H. Krantz offer readers the most relevant topics in the field of sensation and perception. Rich in examples and applications to everyday life, the text includes an emphasis on areas of interest to students, namely, music, clinical applications, neuropsychology, and interesting animal perception systems. Updates to the Third Edition include revised chapters throughout, new science, and interactive video links. This title is accompanied by a complete teaching and learning package. Contact your Sage representative to request a demo. Learning Platform / Courseware Sage Vantage is an intuitive learning platform that integrates quality Sage textbook content with assignable multimedia activities and auto-graded assessments to drive student engagement and ensure accountability. Unparalleled in its ease of use and built for dynamic teaching and learning, Vantage offers customizable LMS integration and best-in-class support. It’s a learning platform you, and your students, will actually love. Learn more. Assignable Video with Assessment Assignable video (available in Sage Vantage) is tied to learning objectives and curated exclusively for this text to bring concepts to life. Watch a sample video now. LMS Cartridge: Import this title’s instructor resources into your school’s learning management system (LMS) and save time. Don’t use an LMS? You can still access all of the same online resources for this title via the password-protected Instructor Resource Site. Learn more.Understanding the Psychology of Diversity
By Bruce E. Blaine, Kimberly J. Brenchley. 2021
Understanding the Psychology of Diversity offers a highly accessible examination of diversity to show students how to understand social and…
cultural differences in today’s society. Taking a psychological perspective, authors B. Evan Blaine and Kimberly J. McClure Brenchley explore how individuals construct their view of social diversity and how they are defined and influenced by it. The book covers traditional topics like categorization and stereotypes, sexism, racism, and social stigma, as well as non-traditional topics like sexual orientation-based prejudice, weight and appearance-based prejudice, diversity on television, and age stereotypes and ageism. The Fourth Edition confronts the credibility crisis that has surfaced in the academic psychological research community by following parameters for the research that is presented.Understanding the Psychology of Diversity
By Bruce E. Blaine, Kimberly J. Brenchley. 2021
Understanding the Psychology of Diversity offers a highly accessible examination of diversity to show students how to understand social and…
cultural differences in today’s society. Taking a psychological perspective, authors B. Evan Blaine and Kimberly J. McClure Brenchley explore how individuals construct their view of social diversity and how they are defined and influenced by it. The book covers traditional topics like categorization and stereotypes, sexism, racism, and social stigma, as well as non-traditional topics like sexual orientation-based prejudice, weight and appearance-based prejudice, diversity on television, and age stereotypes and ageism. The Fourth Edition confronts the credibility crisis that has surfaced in the academic psychological research community by following parameters for the research that is presented.Social Psychology: Traditional and Critical Perspectives
By Paul Dickerson. 2024
This thoroughly updated second edition of Social Psychology addresses pressing topics such as climate change activism, digital technology, pandemics and…
AI. With three new chapters on group behaviour, culture and social cognition, this edition engages in even more detail with both classic and contemporary approaches and draws on a wider range of critical perspectives. Through accessible, section-by-section critiques, a vibrant sense of relevance, debate and new possibilities are brought to the world of social psychology. As you read this book, you will be guided by a range of chapter activities that promote deeper learning, including: "In the news" boxes, which highlight the relevance of social psychology to today’s world Critical review summaries, which evaluate the literature covered Focus boxes, to highlight classic and contemporary research studies "Try it out" boxes, which contain short activities, questions or reflection prompts Definitions boxes, to remind you of key terms and their meanings Review questions, to check your understanding "In a nutshell" - bite-sized summaries of the ideas covered in each chapter And more… This essential resource is a must-have for students who want to go beyond a superficial awareness of names and theories to develop a deep, critical understanding of social psychology and its relevance to the real world. Paul Dickerson is Associate Professor of Psychology at University of Roehampton, London.Social Psychology: Traditional and Critical Perspectives
By Paul Dickerson. 2024
This thoroughly updated second edition of Social Psychology addresses pressing topics such as climate change activism, digital technology, pandemics and…
AI. With three new chapters on group behaviour, culture and social cognition, this edition engages in even more detail with both classic and contemporary approaches and draws on a wider range of critical perspectives. Through accessible, section-by-section critiques, a vibrant sense of relevance, debate and new possibilities are brought to the world of social psychology. As you read this book, you will be guided by a range of chapter activities that promote deeper learning, including: "In the news" boxes, which highlight the relevance of social psychology to today’s world Critical review summaries, which evaluate the literature covered Focus boxes, to highlight classic and contemporary research studies "Try it out" boxes, which contain short activities, questions or reflection prompts Definitions boxes, to remind you of key terms and their meanings Review questions, to check your understanding "In a nutshell" - bite-sized summaries of the ideas covered in each chapter And more… This essential resource is a must-have for students who want to go beyond a superficial awareness of names and theories to develop a deep, critical understanding of social psychology and its relevance to the real world. Paul Dickerson is Associate Professor of Psychology at University of Roehampton, London.Sitting Pretty: The View from My Ordinary Resilient Disabled Body
By Rebekah Taussig. 2020
A memoir-in-essays from disability advocate and creator of the Instagram account @sitting_pretty Rebekah Taussig, processing a lifetime of memories to…
paint a beautiful, nuanced portrait of a body that looks and moves differently than most.Growing up as a paralyzed girl during the 90s and early 2000s, Rebekah Taussig only saw disability depicted as something monstrous (The Hunchback of Notre Dame), inspirational (Helen Keller), or angelic (Forrest Gump). None of this felt right; and as she got older, she longed for more stories that allowed disability to be complex and ordinary, uncomfortable and fine, painful and fulfilling.Writing about the rhythms and textures of what it means to live in a body that doesn’t fit, Rebekah reflects on everything from the complications of kindness and charity, living both independently and dependently, experiencing intimacy, and how the pervasiveness of ableism in our everyday media directly translates to everyday life. Disability affects all of us, directly or indirectly, at one point or another. By exploring this truth in poignant and lyrical essays, Taussig illustrates the need for more stories and more voices to understand the diversity of humanity. Sitting Pretty challenges us as a society to be patient and vigilant, practical and imaginative, kind and relentless, as we set to work to write an entirely different story.Wild Life
By Opal Wei. 2024
They're walking on the wild side…The Plan was simple: find a cure for the cancer that nearly took her sister&’s life.…
But for Zoey Fong, something about The Plan isn&’t working anymore. When a crucial tissue sample accidentally winds up in the hands of a very distracting—and disarmingly handsome—visitor, Zoey jumps at the chance to follow him home to retrieve it. Davy Hsieh&’s rugged island estate is no manicured suburban park. His plan is simple: establish a legitimate animal sanctuary and embrace life as a hermit to make up for a sketchy past. Zoey invading his fortress of solitude should not, under any circumstances, be a romantic development. And yet it&’s the single most invigorating week of their lives…when they're able to set their many differences aside and embrace it. Stranded amid all manner of flora and fauna—including a semidomesticated cougar called Baby—Davy and Zoey first have to survive the island. Then they'll need to take a leap of faith, maybe even trusting in each other, to save it. "An absolutely charming opposites attract story that will have you swooning for Davy, feeling for Zoey, and swearing to stay away from geese." —Lily Chu, author of The Stand-In and The ComebackNever Always Sometimes
By Adi Alsaid. 2015
“Utterly charming and thoughtful.” —Nicola Yoon, the New York Times bestselling author of Everything, Everything and The Sun is Also…
a Star“A refreshing novel about friendship and romance that defies cliché, Never Always Sometimes will win readers over with its hilarious musings and universal truths.” -Adam Silvera, the New York Times bestselling author of They Both Die at the End and What If It’s UsRule #10: Never date your best friend.Well, some rules are meant to be broken.Best friends Dave and Julia have spent their high school years living by their carefully crafted Never List — a list of rules they created to make sure they never become high school clichés. But as graduation approaches, Dave is shocked when Julia decides that they should now do everything on the list, from skinny dipping (Rule #6) to road-tripping (Rule #9). But what happens when Julia finds out that Dave has been breaking Rule #8 (never pine silently for someone for the entirety of high school) for years? Can their friendship survive the ultimate cliché and turn into something…more?From the acclaimed author of Let’s Get Lost and North of Happy, comes a story of what can happen in those final days of high school, when you let go of who you are and take a chance on who you might be.The Travelling Tea Shop
By Belinda Jones. 2014
'A wise and witty read' - Marie Claire'Deliciously entertaining' - heat'Original and beautiful . . . totally enchanting and very…
moving' - Carmen Reid, author of The Woman Who Ran For The HillsLaurie's life revolves around baking, but will finding love be just as sweet? Laurie loves a challenge. Especially if it involves tea-time and travel. So when British baking treasure Pamela Lambert-Leigh needs a guide on a research trip for her new cookbook, she jumps at the chance. The brief: Laurie and Pamela - along with Pamela's sassy mother and stroppy daughter - will board a vintage London bus for a deliciously unusual tour of the USA's East Coast, cruising from New York to Vermont. Their mission: To trade recipes for home-grown classics like Victoria Sponge and Battenburg for American favourites like Red Velvet Cake and Whoopie Pie. All the women have their secrets and heartaches to heal. As well cupcakes galore, there's also the chance for romance . . . But will making Whoopie lead to love? Readers love The Travelling Tea Shop:'Witty and heartwarming' - 5* reader review'A lovely read which transports you away in total escapism' - 5* reader review'Completely relatable' - 5* reader review'A fantastic read with a great pace . . . I'd recommend this to anyone who loves cake, people and romance!' - 5* reader review'A delightful story with lots of twists and turns'- 5* reader review'[Had] me gripped right to the end' - 5* reader reviewThe deal is simple: the grumpy guy will pay off my debt if I find him a wife.Holden Rhodes is…
grouchy, unfairly hot, and has hated me for years. He's the last person I'd choose to inherit an inn with. As we renovate the inn and put his dating skills to practice, though, I see a different side of him. What if I was all wrong about Holden?When we add 'friends with benefits' to the deal, our chemistry is so hot the sparks could burn down the inn. Holden's a secret romantic, and I'm secretly falling for him. I'm terrible at bartending, a video of a bear stealing my toywent viral, and everyone in this small town knows my business, but Holden Rhodes is so much more than I expected. I don't want him to find love with anyone but me. A grumpy-sunshine, friends-with-benefits, small-town romantic comedy with lots of spice and an HEA. This is book 3 in the Queen's Cove series but can be read as a standalone.That Kind of Guy: A Spicy Small Town Fake Dating Romance (The Queen's Cove Series Book 1)
By Stephanie Archer. 2021
My arrogant fake fiancé? I can't stand him. Cocky and charismatic Emmett Rhodes isn'ta relationship kind of guy, but now…
that he's running for mayor of our small town, his bachelor past is hurting the campaign. Thankfully, I'm the last woman who would everfall for him. We're total opposites-he's a golden retriever and I'ma black cat, but he'll co-sign on my restaurant loan if I play his devoted fiancée. Between romantic dates, a prom night re-do, and visits to a secret beach, things heat up, and the line between real and ruse is lit on fire. I'm starting to see another side of Mr Popular, and now I wonder if I was all wrong. We can't keep our hands off each other, but it's all for show... right? A hilarious, enemies-to-lovers, fake-dating romantic comedy with lots of spice and an HEA. This is the first book in the Queen's Cove series and can be read as a standalone.In the tradition of the great investigative classics, Dangerous Doses exposes the dark side of America's pharmaceutical trade. Stolen, compromised,…
and counterfeit medicine increasingly makes its way into a poorly regulated distribution system—where it may reach unsuspecting patients who stake their lives on its effectiveness. Katherine Eban's hard-hitting exploration of America's secret ring of drug counterfeiters takes us to Florida, where tireless investigators follow the trail of medicine stolen in a seemingly minor break-in as it funnels into a sprawling national network of drug polluters. Their pursuit stretches from a strip joint in South Miami to the halls of Congress as they battle entrenched political interests and uncover an increasing threat to America's health. With the conscience of a crusading reporter, Eban has crafted a riveting narrative that shows how, when we most need protection, we may be most at risk.Always Faithful: A Story of the War in Afghanistan, the Fall of Kabul, and the Unshakable Bond Between a Marine and an Interpreter
By Thomas Schueman, Zainullah Zaki. 2022
Band of Brothers meets Argo in this dramatic and heartfelt dual memoir of the war in Afghanistan told by two men from opposite…
worlds. Always Faithful entwines the stories of Marine Major Tom Schueman, and his friend and Afghan interpreter, Zainullah “Zak” Zaki, as they describe their parallel lives, converging paths, and unbreakable bond in the face of overwhelming danger, culminating in Zak and his family’s harrowing escape from Kabul. In August of 2021, just days shy of the 20th anniversary of 9/11, America ended its longest war. The speed of the Afghanistan’s fall was so stunning that thousands of Afghan citizens who had helped American forces over the course of two decades—and had been promised visas in return—were suddenly stranded, in extreme, imminent danger. As the world watched the shocking scenes of desperation at the Kabul airport in the final two weeks of August, Maj. Tom Schueman fought—both behind the scenes and through a social media campaign—to get his friend and former Afghan interpreter, Zak, out of Afghanistan before he and his family were discovered by the Taliban. When Zak and his family finally took off from the airport mere days before the US left the country, the years-long effort to get Zak to America culminated in two simple words on Instagram: “Wheels up.”Now in Always Faithful, Tom and Zak tell the full story of the divergent paths that led them to Afghanistan, the dangerous road they walked together in service to America, and how their commitment to each other ended up saving them both. Brilliantly told in Tom’s and Zak’s alternating first person voices, Always Faithful tracks the parallel lives of these two men who each spent their childhoods in fear, peril, and poverty, and turned to war in attempt to build a meaningful future. On an inevitable course towards each other, their lives dovetail in Afghanistan’s deadly Helmand Valley, where they formed a brotherhood that transcends even the most overwhelming of odds, eventually culminating in Zak’s harrowing, eleventh-hour rescue.The end result is an intensely personal and uniquely ground-level account of Tom and Zak’s experience, Always Faithful gives readers a 360-degree view of the war. At once provocative and heart pounding, their stories together form a microcosm of the complicated and lasting effects of America’s longest war. Through their eyes and their experiences, they challenge readers to explore the legacy of the war for American and Afghan citizens alike, as we all collectively seek to understand whether twenty years of war was worth the price.