Download or read book Machine Learning with PyTorch and Scikit Learn written by Sebastian Raschka and published by Packt Publishing Ltd. This book was released on 2022-02-25 with total page 775 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book of the bestselling and widely acclaimed Python Machine Learning series is a comprehensive guide to machine and deep learning using PyTorch s simple to code framework. Purchase of the print or Kindle book includes a free eBook in PDF format. Key Features Learn applied machine learning with a solid foundation in theory Clear, intuitive explanations take you deep into the theory and practice of Python machine learning Fully updated and expanded to cover PyTorch, transformers, XGBoost, graph neural networks, and best practices Book DescriptionMachine Learning with PyTorch and Scikit-Learn is a comprehensive guide to machine learning and deep learning with PyTorch. It acts as both a step-by-step tutorial and a reference you'll keep coming back to as you build your machine learning systems. Packed with clear explanations, visualizations, and examples, the book covers all the essential machine learning techniques in depth. While some books teach you only to follow instructions, with this machine learning book, we teach the principles allowing you to build models and applications for yourself. Why PyTorch? PyTorch is the Pythonic way to learn machine learning, making it easier to learn and simpler to code with. This book explains the essential parts of PyTorch and how to create models using popular libraries, such as PyTorch Lightning and PyTorch Geometric. You will also learn about generative adversarial networks (GANs) for generating new data and training intelligent agents with reinforcement learning. Finally, this new edition is expanded to cover the latest trends in deep learning, including graph neural networks and large-scale transformers used for natural language processing (NLP). This PyTorch book is your companion to machine learning with Python, whether you're a Python developer new to machine learning or want to deepen your knowledge of the latest developments.What you will learn Explore frameworks, models, and techniques for machines to learn from data Use scikit-learn for machine learning and PyTorch for deep learning Train machine learning classifiers on images, text, and more Build and train neural networks, transformers, and boosting algorithms Discover best practices for evaluating and tuning models Predict continuous target outcomes using regression analysis Dig deeper into textual and social media data using sentiment analysis Who this book is for If you have a good grasp of Python basics and want to start learning about machine learning and deep learning, then this is the book for you. This is an essential resource written for developers and data scientists who want to create practical machine learning and deep learning applications using scikit-learn and PyTorch. Before you get started with this book, you’ll need a good understanding of calculus, as well as linear algebra.

Download or read book Natural Language Processing with Transformers Revised Edition written by Lewis Tunstall and published by "O'Reilly Media, Inc.". This book was released on 2022-05-26 with total page 409 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since their introduction in 2017, transformers have quickly become the dominant architecture for achieving state-of-the-art results on a variety of natural language processing tasks. If you're a data scientist or coder, this practical book -now revised in full color- shows you how to train and scale these large models using Hugging Face Transformers, a Python-based deep learning library. Transformers have been used to write realistic news stories, improve Google Search queries, and even create chatbots that tell corny jokes. In this guide, authors Lewis Tunstall, Leandro von Werra, and Thomas Wolf, among the creators of Hugging Face Transformers, use a hands-on approach to teach you how transformers work and how to integrate them in your applications. You'll quickly learn a variety of tasks they can help you solve. Build, debug, and optimize transformer models for core NLP tasks, such as text classification, named entity recognition, and question answering Learn how transformers can be used for cross-lingual transfer learning Apply transformers in real-world scenarios where labeled data is scarce Make transformer models efficient for deployment using techniques such as distillation, pruning, and quantization Train transformers from scratch and learn how to scale to multiple GPUs and distributed environments

Download or read book Data Sketches written by Nadieh Bremer and published by CRC Press. This book was released on 2021-02-09 with total page 429 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Data Sketches, Nadieh Bremer and Shirley Wu document the deeply creative process behind 24 unique data visualization projects, and they combine this with powerful technical insights which reveal the mindset behind coding creatively. Exploring 12 different themes – from the Olympics to Presidents & Royals and from Movies to Myths & Legends – each pair of visualizations explores different technologies and forms, blurring the boundary between visualization as an exploratory tool and an artform in its own right. This beautiful book provides an intimate, behind-the-scenes account of all 24 projects and shares the authors’ personal notes and drafts every step of the way. The book features: Detailed information on data gathering, sketching, and coding data visualizations for the web, with screenshots of works-in-progress and reproductions from the authors’ notebooks Never-before-published technical write-ups, with beginner-friendly explanations of core data visualization concepts Practical lessons based on the data and design challenges overcome during each project Full-color pages, showcasing all 24 final data visualizations This book is perfect for anyone interested or working in data visualization and information design, and especially those who want to take their work to the next level and are inspired by unique and compelling data-driven storytelling.

Download or read book Sylvanas World of Warcraft written by Christie Golden and published by Random House Worlds. This book was released on 2022-03-29 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: NATIONAL BESTSELLER • The epic, definitive story of Sylvanas Windrunner, one of World of Warcraft’s most enduring and iconic characters, as chronicled by bestselling author Christie Golden. Ranger-General. Banshee Queen. Warchief. Sylvanas Windrunner has borne many titles. To some, she is a hero—to others, a villain. But whether in pursuit of justice, vengeance, or something more, Sylvanas has always sought to control her own destiny. The power to achieve her goals has never been closer, as Sylvanas works alongside the Jailer to liberate all Azeroth from the prison of fate. Her final task? Secure the fealty of their prisoner—King Anduin Wrynn. To succeed, Sylvanas will be forced to reflect on the harrowing path that brought her to the Jailer’s side and to reveal her truest self to her greatest rival. Here, Sylvanas’s complete story is laid bare: the breaking of the Windrunner family and her rise to Ranger- General; her own death at the hands of Arthas and her renewed purpose in founding the Forsaken; the moment she first beheld the Maw and understood the true consequences of what lay beyond the veil of death. But as her moment of victory draws near, Sylvanas Windrunner will make a choice that may ultimately come to define her. A choice that’s hers to make.

Download or read book The Lonely Man A Religious Tract written by and published by . This book was released on 1860 with total page 16 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Organizational Neuroscience written by David A. Waldman and published by Emerald Group Publishing Limited. This book was released on 2015-12-14 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume aims to introduce organizational researchers and practitioners to the role of neuroscience in building theory, research methodologies and practical applications. The volume introduces the field of organizational neuroscience and explores its influence on topics such as leadership, ethics and moral reasoning.

Download or read book Language Technologies for the Challenges of the Digital Age written by Georg Rehm and published by Springer. This book was released on 2018-01-05 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access volume constitutes the refereed proceedings of the 27th biennial conference of the German Society for Computational Linguistics and Language Technology, GSCL 2017, held in Berlin, Germany, in September 2017, which focused on language technologies for the digital age. The 16 full papers and 10 short papers included in the proceedings were carefully selected from 36 submissions. Topics covered include text processing of the German language, online media and online content, semantics and reasoning, sentiment analysis, and semantic web description languages.

Download or read book Doll E 1 0 written by Shanda McCloskey and published by Little, Brown Books for Young Readers. This book was released on 2018-05-01 with total page 41 pages. Available in PDF, EPUB and Kindle. Book excerpt: A STEM-friendly tale of a girl and the doll she upgrades to be her new friend, for fans of The Most Magnificent Thing and Rosie Revere, Engineer. Charlotte's world is fully charged! With her dog at her side, she's always tinkering, coding, clicking, and downloading. She's got a knack for anything technological--especially gadgets that her parents don't know how to fix! Then, she receives a new toy that is quite a puzzle: a doll! What's she supposed to do with that? Once she discovers the doll's hidden battery pack, things start to get interesting...while her faithful canine sidekick wonders if he'll be overshadowed by the new and improved Doll-E 1.0! With a little ingenuity and an open mind, everyone can be friends in this endearing, modern tribute to the creative spirit of play.

Download or read book All Our Names written by Dinaw Mengestu and published by Vintage. This book was released on 2014-03-04 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: From acclaimed author Dinaw Mengestu, a recipient of the National Book Foundation’s 5 Under 35 award, The New Yorker’s 20 Under 40 award, and a 2012 MacArthur Foundation genius grant, comes an unforgettable love story about a searing affair between an American woman and an African man in 1970s America and an unflinching novel about the fragmentation of lives that straddle countries and histories. All Our Names is the story of two young men who come of age during an African revolution, drawn from the safe confines of the university campus into the intensifying clamor of the streets outside. But as the line between idealism and violence becomes increasingly blurred, the friends are driven apart—one into the deepest peril, as the movement gathers inexorable force, and the other into the safety of exile in the American Midwest. There, pretending to be an exchange student, he falls in love with a social worker and settles into small-town life. Yet this idyll is inescapably darkened by the secrets of his past: the acts he committed and the work he left unfinished. Most of all, he is haunted by the beloved friend he left behind, the charismatic leader who first guided him to revolution and then sacrificed everything to ensure his freedom. Elegiac, blazing with insights about the physical and emotional geographies that circumscribe our lives, All Our Names is a marvel of vision and tonal command. Writing within the grand tradition of Naipul, Greene, and Achebe, Mengestu gives us a political novel that is also a transfixing portrait of love and grace, of self-determination and the names we are given and the names we earn. This eBook edition includes a Reading Group Guide.

Download or read book A Night in Halloween House written by Elyse Willems and published by . This book was released on 2020-10-21 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: It's Halloween night, the spookiest night of the year. Billy and his friends are trick-or-treating without parents for the first time ever! But things take a turn for the frightful when a series of escalating events force the kids inside Bryerwood House, the rundown and ramshackle residence that locals claim to be haunted. Can this rag-tag group of misfits navigate bullies, the weird new girl at school, and survive A Night in Halloween House? Brimming with nostalgia, A Night in Halloween House harkens back to Halloweens of youth. A time before cell phones and the Internet, where candy ruled supreme, kids played outside until the streetlamps came on, and campfire ghost stories were accepted as fact.

Download or read book Control Alt Achieve written by Eric Curts and published by . This book was released on 2020-05-10 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transform Your Classroom with Tech Tools You Already Know With Control Alt Achieve, educational-technology wizard Eric Curts offers you the keys to revolutionizing classroom learning with the Google tools you already use. Dazzle your students by transforming Google Docs into blackout poetry, fire up creative possibilities by using Google Slides for comic strips, and make math more accessible--and fun--by turning to Google Drawings as an unlikely ally. With Eric as your guide to the technological horizons of Google tools, the possibilities are endless. With the step-by-step and easy-to-follow directions in Control Alt Achieve, you'll learn how to use common digital tools in unexpected ways. Whether you're new to technology or have been using Google tools for years, Eric Curts will help you innovate as you educate with ready-to-use activities that will reboot--and transform--your classroom. Reading this book is like sitting in on a presentation from one of educational technology's best presenters. Eric's writing reminds me of his sessions: comfortable and accessible for new tech users, while still valuable for experienced users. Jake Miller, @JakeMillerTech, host of The Educational Duct Tape Podcast Control Alt Achieve provides both practical and pedagogical strategies that go way beyond simple technology integration. This is a great handbook for any teacher looking to go beyond the how-to and shift toward a learning transformation. Ken Shelton, kennethshelton.net In this book, Eric has created a powerful method for meaningfully integrating technology into teaching and learning. His unique way of crafting technology-rich experiences will allow anyone from a novice techie to an edtech expert the ability to control, alt, achieve! Michael Cohen, the Tech Rabbi, creativity instigator and author of Educated by Design

Download or read book The Well of Ascension written by Brandon Sanderson and published by Tor Books. This book was released on 2010-04-01 with total page 816 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now with over 10 million copies sold, The Mistborn Series has the thrills of a heist story, the twistiness of political intrigue, and the epic scale of a landmark fantasy saga. The impossible has been accomplished. The Lord Ruler -- the man who claimed to be god incarnate and brutally ruled the world for a thousand years -- has been vanquished. But Kelsier, the hero who masterminded that triumph, is dead too, and now the awesome task of building a new world has been left to his young protégé, Vin, the former street urchin who is now the most powerful Mistborn in the land, and to the idealistic young nobleman she loves. As Kelsier's protégé and slayer of the Lord Ruler she is now venerated by a budding new religion, a distinction that makes her intensely uncomfortable. Even more worrying, the mists have begun behaving strangely since the Lord Ruler died, and seem to harbor a strange vaporous entity that haunts her. Stopping assassins may keep Vin's Mistborn skills sharp, but it's the least of her problems. Luthadel, the largest city of the former empire, doesn't run itself, and Vin and the other members of Kelsier's crew, who lead the revolution, must learn a whole new set of practical and political skills to help. It certainly won't get easier with three armies – one of them composed of ferocious giants – now vying to conquer the city, and no sign of the Lord Ruler's hidden cache of atium, the rarest and most powerful allomantic metal. As the siege of Luthadel tightens, an ancient legend seems to offer a glimmer of hope. But even if it really exists, no one knows where to find the Well of Ascension or what manner of power it bestows. Other Tor books by Brandon Sanderson The Cosmere The Stormlight Archive The Way of Kings Words of Radiance Edgedancer (Novella) Oathbringer The Mistborn trilogy Mistborn: The Final Empire The Well of Ascension The Hero of Ages Mistborn: The Wax and Wayne series Alloy of Law Shadows of Self Bands of Mourning Collection Arcanum Unbounded Other Cosmere novels Elantris Warbreaker The Alcatraz vs. the Evil Librarians series Alcatraz vs. the Evil Librarians The Scrivener's Bones The Knights of Crystallia The Shattered Lens The Dark Talent The Rithmatist series The Rithmatist Other books by Brandon Sanderson The Reckoners Steelheart Firefight Calamity At the Publisher's request, this title is being sold without Digital Rights Management Software (DRM) applied.

Download or read book Shape written by Jordan Ellenberg and published by Penguin. This book was released on 2021-05-25 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: An instant New York Times Bestseller! “Unreasonably entertaining . . . reveals how geometric thinking can allow for everything from fairer American elections to better pandemic planning.” —The New York Times From the New York Times-bestselling author of How Not to Be Wrong—himself a world-class geometer—a far-ranging exploration of the power of geometry, which turns out to help us think better about practically everything. How should a democracy choose its representatives? How can you stop a pandemic from sweeping the world? How do computers learn to play Go, and why is learning Go so much easier for them than learning to read a sentence? Can ancient Greek proportions predict the stock market? (Sorry, no.) What should your kids learn in school if they really want to learn to think? All these are questions about geometry. For real. If you're like most people, geometry is a sterile and dimly remembered exercise you gladly left behind in the dust of ninth grade, along with your braces and active romantic interest in pop singers. If you recall any of it, it's plodding through a series of miniscule steps only to prove some fact about triangles that was obvious to you in the first place. That's not geometry. Okay, it is geometry, but only a tiny part, which has as much to do with geometry in all its flush modern richness as conjugating a verb has to do with a great novel. Shape reveals the geometry underneath some of the most important scientific, political, and philosophical problems we face. Geometry asks: Where are things? Which things are near each other? How can you get from one thing to another thing? Those are important questions. The word "geometry"comes from the Greek for "measuring the world." If anything, that's an undersell. Geometry doesn't just measure the world—it explains it. Shape shows us how.

Download or read book Doodle Mania An Art Activity Book With Wooden Stylus written by Peter Pauper Press and published by Trace-Along Scratch and Sketch. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Let your creativity run wild as you doodle everything from outer space to animals to flowers to robots. Start by tracing the basic outlines on each page. Then, use the included stencils or your imagination to add shooting stars, hearts, swirls, birds, butterflies, and anything else that catches your fancy. As you scratch away the black coating on each page with your handy stylus, your doodles will come alive in glitter and colorful swirls! Wire-o bound hardcover ?6-3/8" wide x 8-1/2" high (16.2 cm wide x 21.6 cm high)?64 pages (20 scratch-off, 20 illustrated, 20 sketch pages)?Shrink-wrapped with a wooden stylus

Download or read book Colouroos written by Anna McGregor and published by Lothian Children's Books. This book was released on 2019-12-24 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep in the heart of the Red Centre lived a mob of red kangaroos. During a long, hot drought, the thirsty roos went searching for water. When three different groups of kangaroos - red, blue and yellow - all come to the same watering hole, they aren't sure what to make each of other at first. But they soon they discover that they aren't so different after all. As the three groups become one, new colours appear, and soon the roos have created a beautiful rainbow! On the surface, this is a fun, light-hearted story about the colour spectrum, but on deeper level it is a beautiful celebration of diversity.

Download or read book The Case for the Digital Platform Act written by Harold Feld and published by Independently Published. This book was released on 2019-10-04 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The Case for the Digital Platform Act" is a new book from Harold Feld, Senior Vice President of Public Knowledge and longtime communications industry advocate, in collaboration with Public Knowledge and the Roosevelt Institute. This book aims to guide policymakers on what government can do to preserve competition and empower individual users in the huge swath of our economy now referred to as "Big Tech." Many Americans now wonder how they can reassert control over their lives after ceding so many decisions about our economy and our public discourse to private actors like Facebook, Google, and Amazon. But as Feld points out, we have faced similar challenges from new technologies before. Looking at more than a century of disruptive communications technologies from the telegraph to television to Twitter, Feld picks out patterns of what approaches have worked (and what hasn't) to promote competition, empower consumers and protect democracy. "The Case for the Digital Platform Act" provides a deep dive for policymakers on everything from specific recommendations on how to promote competition to a "First Amendment checklist" for content moderation, while remaining accessible to the general reader looking to participate in the debate over our digital future. Feld explains the need for a "Digital Platform Act" and for an agency specifically charged to regulate digital platforms on an ongoing basis. He proposes a new method of assessing a platform's dominance for purposes of new regulation. He also addresses questions around content moderation rights and responsibilities for companies that have found themselves policing the new public square, all while preserving the best things about digital platforms for their users. Praise for "The Case for the Digital Platform Act": "[...] a tour de force of the issues raised by the digital economy and internet capitalism. Whether you agree or disagree with Harold, these thoughts will stretch your intellect and stimulate your thinking." -Tom Wheeler, Former Chairman of the Federal Communications Commission, Visiting Fellow at The Brooking Institution "You'd be shortchanging yourself by not reading the book of such a principled advocate." -Hal Singer, Managing Director at Econ One Research, Adjunct Professor at Georgetown University's McDonough School of Business, Senior Fellow at George Washington's Institute of Public Policy "I'd bet you can't listen to Harold Feld talk about the Digital Platform Act and not think we need it as law right now. I'm glad Harold Feld and Public Knowledge are making the case for government to do the job Silicon Valley won't." -Chris Savage, Eclectablog

Download or read book Crossing written by Rebecca Hamlin and published by . This book was released on 2021-05-11 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first in-depth exploration of the persistence and pervasiveness of a dangerous legal fiction about people who cross borders: the binary distinction between migrant and refugee. Today, the concept of "the refugee" as distinct from other migrants looms large. Immigration laws have developed to reinforce a conceptual dichotomy between those viewed as voluntary, often economically motivated, migrants who can be legitimately excluded by potential host states, and those viewed as forced, often politically motivated, refugees who should be let in. In Crossing, Rebecca Hamlin argues against advocacy positions that cling to this distinction. Everything we know about people who decide to move suggests that border crossing is far more complicated than any binary, or even a continuum, can encompass. The decision to leave home is almost always multi-causal and often involves many stops and hazards along the way--a reality not captured by a system that categorizes a majority of border-crossers as undeserving, and the rare few as vulnerable and needy. Drawing on cases of various "border crises" across Europe, North America, South America, and the Middle East, Hamlin outlines major inconsistencies and faulty assumptions upon which the binary relies, and explains its endurance and appeal by tracing its origins to the birth of the modern state and the rise of colonial empire. The migrant/refugee binary is not just an innocuous shorthand, indeed its power stems from the way in which is it painted as objective, neutral, and apolitical. In truth, the binary is a dangerous legal fiction, politically constructed with the ultimate goal of making harsh border control measures more ethically palatable to the public. This book is a challenge to all those invested in the rights and study of migrants, to interrogate their own assumptions and move towards more equitable advocacy for all border crossers.