Developing Kaggle Notebooks

Developing Kaggle Notebooks PDF Author: Gabriel Preda
Publisher: Packt Publishing Ltd
ISBN: 1805125710
Category : Computers
Languages : en
Pages : 371

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Book Description
Printed in Color Develop an array of effective strategies and blueprints to approach any new data analysis on the Kaggle platform and create Notebooks with substance, style and impact Leverage the power of Generative AI with Kaggle Models Purchase of the print or Kindle book includes a free PDF eBook Key Features Master the basics of data ingestion, cleaning, exploration, and prepare to build baseline models Work robustly with any type, modality, and size of data, be it tabular, text, image, video, or sound Improve the style and readability of your Notebooks, making them more impactful and compelling Book DescriptionDeveloping Kaggle Notebooks introduces you to data analysis, with a focus on using Kaggle Notebooks to simultaneously achieve mastery in this fi eld and rise to the top of the Kaggle Notebooks tier. The book is structured as a sevenstep data analysis journey, exploring the features available in Kaggle Notebooks alongside various data analysis techniques. For each topic, we provide one or more notebooks, developing reusable analysis components through Kaggle's Utility Scripts feature, introduced progressively, initially as part of a notebook, and later extracted for use across future notebooks to enhance code reusability on Kaggle. It aims to make the notebooks' code more structured, easy to maintain, and readable. Although the focus of this book is on data analytics, some examples will guide you in preparing a complete machine learning pipeline using Kaggle Notebooks. Starting from initial data ingestion and data quality assessment, you'll move on to preliminary data analysis, advanced data exploration, feature qualifi cation to build a model baseline, and feature engineering. You'll also delve into hyperparameter tuning to iteratively refi ne your model and prepare for submission in Kaggle competitions. Additionally, the book touches on developing notebooks that leverage the power of generative AI using Kaggle Models.What you will learn Approach a dataset or competition to perform data analysis via a notebook Learn data ingestion and address issues arising with the ingested data Structure your code using reusable components Analyze in depth both small and large datasets of various types Distinguish yourself from the crowd with the content of your analysis Enhance your notebook style with a color scheme and other visual effects Captivate your audience with data and compelling storytelling techniques Who this book is for This book is suitable for a wide audience with a keen interest in data science and machine learning, looking to use Kaggle Notebooks to improve their skills and rise in the Kaggle Notebooks ranks. This book caters to: Beginners on Kaggle from any background Seasoned contributors who want to build various skills like ingestion, preparation, exploration, and visualization Expert contributors who want to learn from the Grandmasters to rise into the upper Kaggle rankings Professionals who already use Kaggle for learning and competing

Draplin Design Co.

Draplin Design Co. PDF Author: Aaron James Draplin
Publisher: Abrams
ISBN: 1613129963
Category : Design
Languages : en
Pages : 834

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Book Description
A funny, colorful, fascinating tour through the work and life of one of today’s most influential graphic designers. Esquire. Ford Motors. Burton Snowboards. The Obama Administration. While all of these brands are vastly different, they share at least one thing in com­mon: a teeny little bit of Aaron James Draplin. Draplin is one of the new school of influential graphic designers who combine the power of design, social media, entrepreneurship, and DIY aesthetic to create a successful business and way of life. Pretty Much Everything is a mid-career survey of work, case studies, inspiration, road stories, lists, maps, how-tos, and advice. It includes examples of his work—posters, record covers, logos—and presents the process behind his design with projects like Field Notes and the “Things We Love” State Posters. Draplin also offers valuable advice and hilarious commentary that illustrates how much more goes into design than just what appears on the page. With Draplin’s humor and pointed observations on the contemporary design scene, Pretty Much Everything is the complete package.

Dear Coffee Buyer

Dear Coffee Buyer PDF Author: Ryan Brown
Publisher:
ISBN: 9781532364822
Category :
Languages : en
Pages :

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Book Description


Developing Kaggle Notebooks

Developing Kaggle Notebooks PDF Author: Gabriel Preda
Publisher: Packt Publishing Ltd
ISBN: 1805125710
Category : Computers
Languages : en
Pages : 371

Get Book Here

Book Description
Printed in Color Develop an array of effective strategies and blueprints to approach any new data analysis on the Kaggle platform and create Notebooks with substance, style and impact Leverage the power of Generative AI with Kaggle Models Purchase of the print or Kindle book includes a free PDF eBook Key Features Master the basics of data ingestion, cleaning, exploration, and prepare to build baseline models Work robustly with any type, modality, and size of data, be it tabular, text, image, video, or sound Improve the style and readability of your Notebooks, making them more impactful and compelling Book DescriptionDeveloping Kaggle Notebooks introduces you to data analysis, with a focus on using Kaggle Notebooks to simultaneously achieve mastery in this fi eld and rise to the top of the Kaggle Notebooks tier. The book is structured as a sevenstep data analysis journey, exploring the features available in Kaggle Notebooks alongside various data analysis techniques. For each topic, we provide one or more notebooks, developing reusable analysis components through Kaggle's Utility Scripts feature, introduced progressively, initially as part of a notebook, and later extracted for use across future notebooks to enhance code reusability on Kaggle. It aims to make the notebooks' code more structured, easy to maintain, and readable. Although the focus of this book is on data analytics, some examples will guide you in preparing a complete machine learning pipeline using Kaggle Notebooks. Starting from initial data ingestion and data quality assessment, you'll move on to preliminary data analysis, advanced data exploration, feature qualifi cation to build a model baseline, and feature engineering. You'll also delve into hyperparameter tuning to iteratively refi ne your model and prepare for submission in Kaggle competitions. Additionally, the book touches on developing notebooks that leverage the power of generative AI using Kaggle Models.What you will learn Approach a dataset or competition to perform data analysis via a notebook Learn data ingestion and address issues arising with the ingested data Structure your code using reusable components Analyze in depth both small and large datasets of various types Distinguish yourself from the crowd with the content of your analysis Enhance your notebook style with a color scheme and other visual effects Captivate your audience with data and compelling storytelling techniques Who this book is for This book is suitable for a wide audience with a keen interest in data science and machine learning, looking to use Kaggle Notebooks to improve their skills and rise in the Kaggle Notebooks ranks. This book caters to: Beginners on Kaggle from any background Seasoned contributors who want to build various skills like ingestion, preparation, exploration, and visualization Expert contributors who want to learn from the Grandmasters to rise into the upper Kaggle rankings Professionals who already use Kaggle for learning and competing

H, Natural science. H*, Medicine and surgery. I, Arts and trades. 1926

H, Natural science. H*, Medicine and surgery. I, Arts and trades. 1926 PDF Author: William Swan Sonnenschein
Publisher:
ISBN:
Category : Best books
Languages : en
Pages : 848

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Book Description


Love is the Easy Bit

Love is the Easy Bit PDF Author: Mary Grehan
Publisher: Penguin UK
ISBN: 024196248X
Category : Fiction
Languages : en
Pages : 245

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Book Description
For fans of the luminous and emotional story-telling of Maggie O'Farrell and Kim Edwards, Mary Grehan's Love is the Easy Bit goes on a shattering and exhilarating journey that will resonate with anyone who has questioned how they have ended up in the life they have. For eleven years Sylvia Larkin has been a mother - and she knows, deep down, that she's no good at it. Seeing her husband's loving relationship with their daughter Kate, she believes she's simply been going through the motions. She feels disconnected, an outsider - a total fake. When a former lover turns up, reminding her of the striking young artist she once was and the life she gave up, Sylvia is finally tipped into despair and nearly destroys her own world, and that of her family. Coming so close to the edge, however, allows Sylvia to face the truth about who she was and who she is now. She realizes she must try to fix the family she's given up on. It is a journey of heartbreak, challenge and painful surprises. And for Sylvia, her husband and Kate it is one in which the destination will remain unknown until they get there . . . 'Love. It feels like a word from science class that you nod along to but don't really understand,' Sylvia says. And anyone who has ever felt the strangeness and wonder of being in a role that doesn't quite fit will be captivated and moved by Sylvia's journey into the heart of being a wife, mother and daughter. Mary Grehan trained as an artist and now works as an arts manager and curator. She has travelled widely, lived in many places and is now based in Co Waterford. Love is the Easy Bit is her first novel

The Art of Desire

The Art of Desire PDF Author: Stacey Abrams
Publisher: Random House Large Print
ISBN: 0593792661
Category : Fiction
Languages : en
Pages : 353

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Book Description
Trouble comes in threes... One doomed love affair after another has made lovely Alex Walton swear off men. Now, she's determined to try something that maybe she can succeed at: a writing career. Little does she know that a chance meeting with a strikingly handsome stranger, a mysterious obelisk, and a lost kingdom will change her life forever. As Alex is about to discover, truth can be stranger—and far more dangerous—than fiction. ...but true love comes only once. After three years inside a terrorist organization, Phillip Turman is trying to rebuild his life. His first assignment is to pick up Alex Walton, the maid of honor for his best friend's wedding, at the airport. His second is to deal with his instant attraction to her. But his third may be the toughest: to keep Alex out of danger as his past—and her need to know about it—threaten to destroy their future.

The Professor and Women

The Professor and Women PDF Author: Anthony E Young
Publisher: Lulu.com
ISBN: 1291635351
Category : Fiction
Languages : en
Pages : 298

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Book Description
On a spring morning in 2008 Professor Lucien McCulloch is preparing to operate at a London Clinic. He is at the pinnacle of his career as an internationally renowned Gynaecologist, popular and successful. His patient is the wife of a vindictive Libyan politician who has threatened dire consequences if the operation does not go to plan. In Lucien McCulloch's hospital a new Chief Executive wants impossibly radical changes in the department that McCulloch heads. At home his wife is becoming more resentful of the demands of his professional life. This novel follows the taut chronology of the next six months as Lucien is pursued, excluded and rejected, then escapes to the French countryside during the fast paced tapestry of events in London, Tripoli and France that eventually lead to a resolution.

Healthy Child Healthy World

Healthy Child Healthy World PDF Author: Christopher Gavigan
Publisher: Penguin
ISBN: 1440632162
Category : Family & Relationships
Languages : en
Pages : 383

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Book Description
Learn how to create a cleaner, greener, safer home with Christopher Gavigan and the trusted experts at Healthy Child Healthy World. Healthy Child Healthy World is the essential guide for parents! All parents want a happy and healthy child in a safe home, but where do they start? It starts with the small steps to creating a healthier, less toxic, and more environmentally sound home, and this is the definitive book to get you there. Unfortunately, tens of millions of Americans, overwhelmingly children, now face chronic disease and illnesses including cancer, autism, asthma, allergies, birth defects, ADD/ADHD, obesity/diabetes, and learning and developmental disabilities. The number gets higher each year and more parents ask WHY? Scientific evidence increasingly finds chemicals in everyday products like cleaning supplies, beauty care and cosmetics, home furnishings, plastics, food, and even toys that are contributors to these ailments. The good news is that you can something to protect your children with a few simple changes! Inside, you'll find practical, inexpensive, and easy lifestyle advice for every stage of parenting including: *Advice on preparing a nontoxic nursery for a new baby *What every expectant mom needs to do to have a safer pregnancy *Clarifying which plastics and baby products to avoid and the healthier solutions *Tips to take to the grocery store, including the most and least pesticide-laden fruits and vegetables and the best healthy kid-approved snacks *Which beauty care / cosmetic products pose the biggest risk to health *The best recipes for healthy snacks, low-cost and safe homemade cleaners, and non-toxic art supplies *How to easily minimize allergens, dust, and lead *A greener garden, yard, and outdoor spaces *Tips to keep your pets healthy, and the unwanted pests out naturally *Renovation ideas, naturally fresher indoor air, and safer sleeping options, *An 27 page extensive shopper's guide to most trusted and best products every home needs Inside is also packed with over 40 featured contributions from renowned doctors, environmental scientists, and public-health experts like Dr. Harvey Karp, Dr Philip Landrigan, and William McDonough, as well as many celebrity parents like Gwyneth Paltrow, Tobey Maguire, Sheryl Crow, Erin Brockovich and Tom Hanks. A special featured contribution from First Lady Michelle Obama on her best ways of coping with her daughter's asthma.

Full Circle

Full Circle PDF Author: Michael Palin
Publisher: Weidenfeld & Nicolson
ISBN: 0297863576
Category : Travel
Languages : en
Pages : 321

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Book Description
Michael Palin's terrific account of his journey through 18 countries bordering the Pacific Ocean, published by Phoenix for the first time. For almost a year, Michael Palin travelled through 18 countries on the perimeter of the world's largest ocean, in a spectacular journey of contrasts, drama and beauty. From head-hunters in Borneo to a meal of maggots in Mexico, his route takes him to some of the most politically volatile and physically demanding places on Earth. Whether climbing the Exalted Mountains in China, dodging icebergs in Chile, or being taken short on the banks of the Amazon, Michael Palin paints a vivid picture of the people and places around him. 'It was a journey of dazzling surprises and jarring extremes. Beauty and ugliness, sophistication and squalor, unceasing urban noise and monastic tranquility ... This is a record of a year of wonder' Michael Palin.

Maybe It’s a Sign

Maybe It’s a Sign PDF Author: E. L. Shen
Publisher: Farrar, Straus and Giroux (BYR)
ISBN: 0374390789
Category : Juvenile Fiction
Languages : en
Pages : 172

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Book Description
An uplifting middle-grade novel about loss, luck . . . and deep-dish chocolate chip cookies—perfect for fans of King and the Dragonflies and The Remarkable Journey of Coyote Sunrise. Seventh-grader Freya June Sun has always believed in the Chinese superstitions spoon-fed to her since birth. Ever since her dad’s death a year ago, she’s become obsessed with them, and believes that her father is sending her messages from beyond. Like how, on her way to an orchestra concert where she’s dreading her viola solo, a pair of lucky red birds appear—a sure indication that Dad wants Freya to stick with the instrument and make him proud. Then Freya is partnered with Gus Choi, a goofy and super annoying classmate, for a home economics project. To her surprise, as they experiment with recipes and get to know each other, Freya finds that she may love baking more than music. It could be time for a big change in her life, even though her dad hasn’t sent a single sign. But with the help of her family, Gus (who might not be so annoying after all), and two maybe-magical birds, Freya learns that to be her own person, she might just have to make her own luck. In Maybe It’s a Sign, E. L. Shen cooks up a deliciously voicey, comforting family story sweetened with a dollop of first romance, a dash of whimsy, and heaps of heart.