The Crown of Thorns

Author:,

Publisher:Simon and Schuster

ISBN:1638354073

Total Pages:520

Viewed:1924

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“We finally have the definitive treatise on PyTorch! It covers the basics and abstractions in great detail. I hope this book becomes your extended reference document.” —Soumith Chintala, co-creator of PyTorch Key Features Written by PyTorch’s creator and key contributors Develop deep learning models in a familiar Pythonic way Use PyTorch to build an image classifier for cancer detection Diagnose problems with your neural network and improve training with data augmentation Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About The Book Every other day we hear about new ways to put deep learning to good use: improved medical imaging, accurate credit card fraud detection, long range weather forecasting, and more. PyTorch puts these superpowers in your hands. Instantly familiar to anyone who knows Python data tools like NumPy and Scikit-learn, PyTorch simplifies deep learning without sacrificing advanced features. It’s great for building quick models, and it scales smoothly from laptop to enterprise. Deep Learning with PyTorch teaches you to create deep learning and neural network systems with PyTorch. This practical book gets you to work right away building a tumor image classifier from scratch. After covering the basics, you’ll learn best practices for the entire deep learning pipeline, tackling advanced projects as your PyTorch skills become more sophisticated. All code samples are easy to explore in downloadable Jupyter notebooks. What You Will Learn Understanding deep learning data structures such as tensors and neural networks Best practices for the PyTorch Tensor API, loading data in Python, and visualizing results Implementing modules and loss functions Utilizing pretrained models from PyTorch Hub Methods for training networks with limited inputs Sifting through unreliable results to diagnose and fix problems in your neural network Improve your results with augmented data, better model architecture, and fine tuning This Book Is Written For For Python programmers with an interest in machine learning. No experience with PyTorch or other deep learning frameworks is required. About The Authors Eli Stevens has worked in Silicon Valley for the past 15 years as a software engineer, and the past 7 years as Chief Technical Officer of a startup making medical device software. Luca Antiga is co-founder and CEO of an AI engineering company located in Bergamo, Italy, and a regular contributor to PyTorch. Thomas Viehmann is a Machine Learning and PyTorch speciality trainer and consultant based in Munich, Germany and a PyTorch core developer. Table of Contents PART 1 - CORE PYTORCH 1 Introducing deep learning and the PyTorch Library 2 Pretrained networks 3 It starts with a tensor 4 Real-world data representation using tensors 5 The mechanics of learning 6 Using a neural network to fit the data 7 Telling birds from airplanes: Learning from images 8 Using convolutions to generalize PART 2 - LEARNING FROM IMAGES IN THE REAL WORLD: EARLY DETECTION OF LUNG CANCER 9 Using PyTorch to fight cancer 10 Combining data sources into a unified dataset 11 Training a classification model to detect suspected tumors 12 Improving training with metrics and augmentation 13 Using segmentation to find suspected nodules 14 End-to-end nodule analysis, and where to go next PART 3 - DEPLOYMENT 15 Deploying to production

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The critically acclaimed, award-winning, modern classic Speak is now a stunning graphic novel. "Speak up for yourself—we want to know what you have to say." From the first moment of her freshman year at Merryweather High, Melinda knows this is a big fat lie, part of the nonsense of high school. She is friendless—an outcast—because she busted an end-of-summer party by calling the cops, so now nobody will talk to her, let alone listen to her. Through her work on an art project, she is finally able to face what really happened that night: She was raped by an upperclassman, a guy who still attends Merryweather and is still a threat to her. With powerful illustrations by Emily Carroll, Laurie Halse Anderson's Speak: The Graphic Novel comes alive for new audiences and fans of the classic novel. This title has Common Core connections.

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The Way Past Winter is a riveting adventure about magic, an eternal winter, and one girl's unbreakable determination to reunite her family. Mila, her sisters, and her brother, Oskar, live in a small forest cabin, surviving in a world gripped by frost and snow. When a mysterious man shows up on her doorstep, Mila and her family grant him shelter for the night. But in the morning, the man is gone—and he's taken Oskar with them. • Written by award-winning and internationally recognized author Kiran Millwood Hargrave • Inspired by European folklore • Middle grade novel that explores deeper topics—grief, inner strength, and the unbreakable bonds of family Determined to save their brother, Mila and her sisters set out on a mission to rescue him. But challenges await them at every turn: wolves with the speed of demons, tempestuous gold, an untrustworthy mage—and always the relentless, stinging freeze of winter. The Way Past Winter is a classic adventure story in the vein of Phillip Pullman, Anne Ursu, and Kelly Barnhill that evokes the best of the middle grade fantasy genre. • A beautifully written, smartly paced tale of riveting adventure with a focus on family • Perfect for children ages 10 and up who love fantasy and magic • You'll love this book if you love books like Greenglass House by Kate Milford, Nevermoor: The Trials of Morrigan Crow by Jessica Townsend, and The Girl Who Drank the Moon by Kelly Barnhill.

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One day Sophie comes home from school to find two questions in her mail: "Who are you?" and "Where does the world come from?" Before she knows it she is enrolled in a correspondence course with a mysterious philosopher. Thus begins Jostein Gaarder's unique novel, which is not only a mystery, but also a complete and entertaining history of philosophy.

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This beloved book by E. B. White, author of Stuart Little and The Trumpet of the Swan, is a classic of children's literature that is "just about perfect." Illustrations in this ebook appear in vibrant full color on a full-color device and in rich black-and-white on all other devices. Some Pig. Humble. Radiant. These are the words in Charlotte's Web, high up in Zuckerman's barn. Charlotte's spiderweb tells of her feelings for a little pig named Wilbur, who simply wants a friend. They also express the love of a girl named Fern, who saved Wilbur's life when he was born the runt of his litter. E. B. White's Newbery Honor Book is a tender novel of friendship, love, life, and death that will continue to be enjoyed by generations to come. It contains illustrations by Garth Williams, the acclaimed illustrator of E. B. White's Stuart Little and Laura Ingalls Wilder's Little House series, among many other books.

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Author:Greg Parker

Publisher:Springer Science & Business Media

ISBN:0387713530

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This book is based around the author’s beautiful and sometimes awe-inspiring color images and mosaics of deep-sky objects. The book describes how similar "Hubble class" images can be created by amateur astronomers in their back garden using commercially available telescopes and CCD cameras. Subsequent processing and image enhancement in the "electronic darkroom" is covered in detail as well. A range of telescopes and equipment is considered, from the author’s 11-inch with Hyperstar camera, down to more affordable instruments. Appendices provide links to free software – not available from a single source – and are themselves an invaluable resource.

Eating Earth

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Publisher:Oxford University Press

ISBN:0199391866

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Exploring the environmental effects of animal agriculture, fishing, and hunting, Eating Earth exposes critical common ground between earth and animal advocacy. The first chapter (animal agriculture) examines greenhouse gas emissions and climate change, manure and dead zones, freshwater depletion, deforestation, predator control, land and use--including the ranching industries public lands subsidies. Chapter two first examines whether or not the consumption of fish is healthy and outlines morally relevant aspects of fish physiology, then scrutinizes the fishing industry, documenting the "silent collapse" of ocean ecosystems and calling attention to the indiscriminate nature of hooks and nets, including the problem of bycatch and what this means for endangered species and fragile seascapes. Chapter three outlines the historic link between the U. S. Government, wildlife management, and hunters, then systematically unravels common beliefs about sport hunting, such as the belief that hunters are essential to wildlife conservation, that contemporary hunting qualifies as a tradition, and that hunting is merciful, economical, or rooted in "fair chase." At the end of each chapter, Kemmerer examines possible solutions to problems presented, such as sustainable meats, organic and local, grass fed, aquaculture, new fishing technologies, and enhanced regulations. Eating Earth offers a concise examination of the environmental effects of dietary choice, clearly presenting the many reasons why dietary choice ought to be front and center for environmentalists. Kemmerer's writing, supported by nearly 80 graphs and summary slides, is clear, straightforward, and punctuated with wry humor.