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Book Grokking Deep Learning

    Book Details:
  • Author : Andrew W. Trask
  • Publisher : Simon and Schuster
  • Release : 2019-01-23
  • ISBN : 163835720X
  • Pages : 475 pages

Download or read book Grokking Deep Learning written by Andrew W. Trask and published by Simon and Schuster. This book was released on 2019-01-23 with total page 475 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Grokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Deep learning, a branch of artificial intelligence, teaches computers to learn by using neural networks, technology inspired by the human brain. Online text translation, self-driving cars, personalized product recommendations, and virtual voice assistants are just a few of the exciting modern advancements possible thanks to deep learning. About the Book Grokking Deep Learning teaches you to build deep learning neural networks from scratch! In his engaging style, seasoned deep learning expert Andrew Trask shows you the science under the hood, so you grok for yourself every detail of training neural networks. Using only Python and its math-supporting library, NumPy, you'll train your own neural networks to see and understand images, translate text into different languages, and even write like Shakespeare! When you're done, you'll be fully prepared to move on to mastering deep learning frameworks. What's inside The science behind deep learning Building and training your own neural networks Privacy concepts, including federated learning Tips for continuing your pursuit of deep learning About the Reader For readers with high school-level math and intermediate programming skills. About the Author Andrew Trask is a PhD student at Oxford University and a research scientist at DeepMind. Previously, Andrew was a researcher and analytics product manager at Digital Reasoning, where he trained the world's largest artificial neural network and helped guide the analytics roadmap for the Synthesys cognitive computing platform. Table of Contents Introducing deep learning: why you should learn it Fundamental concepts: how do machines learn? Introduction to neural prediction: forward propagation Introduction to neural learning: gradient descent Learning multiple weights at a time: generalizing gradient descent Building your first deep neural network: introduction to backpropagation How to picture neural networks: in your head and on paper Learning signal and ignoring noise:introduction to regularization and batching Modeling probabilities and nonlinearities: activation functions Neural learning about edges and corners: intro to convolutional neural networks Neural networks that understand language: king - man + woman == ? Neural networks that write like Shakespeare: recurrent layers for variable-length data Introducing automatic optimization: let's build a deep learning framework Learning to write like Shakespeare: long short-term memory Deep learning on unseen data: introducing federated learning Where to go from here: a brief guide

Book Make It Stick

    Book Details:
  • Author : Peter C. Brown
  • Publisher : Harvard University Press
  • Release : 2014-04-14
  • ISBN : 0674729013
  • Pages : 330 pages

Download or read book Make It Stick written by Peter C. Brown and published by Harvard University Press. This book was released on 2014-04-14 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: To most of us, learning something "the hard way" implies wasted time and effort. Good teaching, we believe, should be creatively tailored to the different learning styles of students and should use strategies that make learning easier. Make It Stick turns fashionable ideas like these on their head. Drawing on recent discoveries in cognitive psychology and other disciplines, the authors offer concrete techniques for becoming more productive learners. Memory plays a central role in our ability to carry out complex cognitive tasks, such as applying knowledge to problems never before encountered and drawing inferences from facts already known. New insights into how memory is encoded, consolidated, and later retrieved have led to a better understanding of how we learn. Grappling with the impediments that make learning challenging leads both to more complex mastery and better retention of what was learned. Many common study habits and practice routines turn out to be counterproductive. Underlining and highlighting, rereading, cramming, and single-minded repetition of new skills create the illusion of mastery, but gains fade quickly. More complex and durable learning come from self-testing, introducing certain difficulties in practice, waiting to re-study new material until a little forgetting has set in, and interleaving the practice of one skill or topic with another. Speaking most urgently to students, teachers, trainers, and athletes, Make It Stick will appeal to all those interested in the challenge of lifelong learning and self-improvement.

Book The Loom of Language

Download or read book The Loom of Language written by Frederick Bodmer and published by W. W. Norton & Company. This book was released on 1985 with total page 724 pages. Available in PDF, EPUB and Kindle. Book excerpt: Here is an informative introduction to language: its origins in the past, its growth through history, and its present use for communication between peoples. It is at the same time a history of language, a guide to foreign tongues, and a method for learning them. It shows, through basic vocabularies, family resemblances of languages -- Teutonic, Romance, Greek -- helpful tricks of translation, key combinations of roots and phonetic patterns. It presents by common-sense methods the most helpful approach to the mastery of many languages; it condenses vocabulary to a minimum of essential words; it simplifies grammar in an entirely new way; and it teaches a language as it is actually used in everyday life.

Book Making Online Teaching Accessible

Download or read book Making Online Teaching Accessible written by Norman Coombs and published by John Wiley & Sons. This book was released on 2010-08-26 with total page 199 pages. Available in PDF, EPUB and Kindle. Book excerpt: Making Online Teaching Accessible offers online teachers, instructional designers, and content developers a comprehensive resource for designing online courses and delivering course content that is accessible for all students including those with visual and audio disabilities. Grounded in the theories of learner-centered teaching and successful course design, Making Online Teaching Accessible outlines the key legislation, decisions, and guidelines that govern online learning. The book also demystifies assistive technologies and includes step-by-step guidance for creating accessible online content using popular programs like Microsoft Office and Adobe Acrobat, as well as multimedia tools. Including a wealth of helpful tips and suggestions for effectively communicating with disabled students, the book contains practical advice on purchasing accessible course management systems, developing solutions for inaccessibility issues, and creating training materials for faculty and staff to make online learning truly accessible. "This valuable how-to book is a critical tool for all instructional designers and faculty who teach online. Coombs' many years as a pioneer of online teaching show in his deep knowledge of the principles that can allow the reader to apply these lessons to any learning management system (LMS)." —Sally M. Johnstone, provost and vice president academic affairs, Winona State University, Minnesota; former executive director of WCET at WICHE "As more and more of our social and professional lives come to be mediated by technology, online accessibility is a fundamental right, not a luxury. This book is a must-read for anyone concerned with maximizing access to learning." —Richard N. Katz, former vice president and founding director, EDUCAUSE Center for Applied Research "This valuable book reflects Coombs' unique experience and commitment to the best teaching, learning, and accessibility options for all kinds of students and teachers." —Steven W. Gilbert, founder and president, The TLT Group-Teaching, Learning, and Technology Group

Book Learning to Make a Difference

Download or read book Learning to Make a Difference written by Etienne Wenger-Trayner and published by Cambridge University Press. This book was released on 2020-10-01 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, more people want to know how to make a meaningful difference to what they care about. But for that, traditional approaches to learning often fall short. In this book, we offer a theoretical and practical way forward. We introduce the concept of social learning spaces for developing both new capabilities and a sense of agency. We provide a rich framework for focusing on the value of social learning spaces: how to generate this value, monitor it, and learn iteratively through the process. The book is a useful extension and refinement of 'communities of practice' for those familiar with the theory. For those who are not, the chapters will lay out a new way to approach learning. This volume is written to serve the needs of readers across fields, including researchers, educators, and leaders in business, government, healthcare, and international development.

Book Learning to Look

    Book Details:
  • Author : Joshua C. Taylor
  • Publisher : University of Chicago Press
  • Release : 2014-12-10
  • ISBN : 022615890X
  • Pages : 186 pages

Download or read book Learning to Look written by Joshua C. Taylor and published by University of Chicago Press. This book was released on 2014-12-10 with total page 186 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sometimes seeing is more difficult for the student of art than believing. Taylor, in a book that has sold more than 300,000 copies since its original publication in 1957, has helped two generations of art students "learn to look." This handy guide to the visual arts is designed to provide a comprehensive view of art, moving from the analytic study of specific works to a consideration of broad principles and technical matters. Forty-four carefully selected illustrations afford an excellent sampling of the wide range of experience awaiting the explorer. The second edition of Learning to Look includes a new chapter on twentieth-century art. Taylor's thoughtful discussion of pure forms and our responses to them gives the reader a few useful starting points for looking at art that does not reproduce nature and for understanding the distance between contemporary figurative art and reality.

Book Blended Learning in Grades 4  12

Download or read book Blended Learning in Grades 4 12 written by Catlin R. Tucker and published by Corwin Press. This book was released on 2012-06-13 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comes at the right time with answers for teachers, principals, and schools who want to be on the cutting edge of the effective use of technology, the internet, and teacher pedagogy.

Book Make  Electronics

Download or read book Make Electronics written by Charles Platt and published by "O'Reilly Media, Inc.". This book was released on 2009-11-23 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This is teaching at its best!" --Hans Camenzind, inventor of the 555 timer (the world's most successful integrated circuit), and author of Much Ado About Almost Nothing: Man's Encounter with the Electron (Booklocker.com) "A fabulous book: well written, well paced, fun, and informative. I also love the sense of humor. It's very good at disarming the fear. And it's gorgeous. I'll be recommending this book highly." --Tom Igoe, author of Physical Computing and Making Things Talk Want to learn the fundamentals of electronics in a fun, hands-on way? With Make: Electronics, you'll start working on real projects as soon as you crack open the book. Explore all of the key components and essential principles through a series of fascinating experiments. You'll build the circuits first, then learn the theory behind them! Build working devices, from simple to complex You'll start with the basics and then move on to more complicated projects. Go from switching circuits to integrated circuits, and from simple alarms to programmable microcontrollers. Step-by-step instructions and more than 500 full-color photographs and illustrations will help you use -- and understand -- electronics concepts and techniques. Discover by breaking things: experiment with components and learn from failure Set up a tricked-out project space: make a work area at home, equipped with the tools and parts you'll need Learn about key electronic components and their functions within a circuit Create an intrusion alarm, holiday lights, wearable electronic jewelry, audio processors, a reflex tester, and a combination lock Build an autonomous robot cart that can sense its environment and avoid obstacles Get clear, easy-to-understand explanations of what you're doing and why

Book Learning to Make Books

Download or read book Learning to Make Books written by Kathleen Petelinsek and published by Cherry Lake. This book was released on 2015-08-01 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to create your own book, including its cover, pages, and binding. Crafters practice comprehension skills as they use text and diagrams to follow the steps for each project. The activities push students to learn and apply domain-specific vocabulary, practice new techniques, and build on concepts that may already be familiar. Other tools, including an index and additional resources, encourage readers to locate information and explore further independently.

Book Atomic Habits

Download or read book Atomic Habits written by James Clear and published by Penguin. This book was released on 2018-10-16 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: The #1 New York Times bestseller. Over 20 million copies sold! Translated into 60+ languages! Tiny Changes, Remarkable Results No matter your goals, Atomic Habits offers a proven framework for improving--every day. James Clear, one of the world's leading experts on habit formation, reveals practical strategies that will teach you exactly how to form good habits, break bad ones, and master the tiny behaviors that lead to remarkable results. If you're having trouble changing your habits, the problem isn't you. The problem is your system. Bad habits repeat themselves again and again not because you don't want to change, but because you have the wrong system for change. You do not rise to the level of your goals. You fall to the level of your systems. Here, you'll get a proven system that can take you to new heights. Clear is known for his ability to distill complex topics into simple behaviors that can be easily applied to daily life and work. Here, he draws on the most proven ideas from biology, psychology, and neuroscience to create an easy-to-understand guide for making good habits inevitable and bad habits impossible. Along the way, readers will be inspired and entertained with true stories from Olympic gold medalists, award-winning artists, business leaders, life-saving physicians, and star comedians who have used the science of small habits to master their craft and vault to the top of their field. Learn how to: make time for new habits (even when life gets crazy); overcome a lack of motivation and willpower; design your environment to make success easier; get back on track when you fall off course; ...and much more. Atomic Habits will reshape the way you think about progress and success, and give you the tools and strategies you need to transform your habits--whether you are a team looking to win a championship, an organization hoping to redefine an industry, or simply an individual who wishes to quit smoking, lose weight, reduce stress, or achieve any other goal.

Book Teach Your Child to Read in 100 Easy Lessons

Download or read book Teach Your Child to Read in 100 Easy Lessons written by Phyllis Haddox and published by Simon and Schuster. This book was released on 1986-06-15 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: A step-by-step program that shows parents, simply and clearly, how to teach their child to read in just 20 minutes a day.

Book Draping

    Book Details:
  • Author : Karolyn Kiisel
  • Publisher : Laurence King Publishing
  • Release : 2013-09-13
  • ISBN : 1780676743
  • Pages : 320 pages

Download or read book Draping written by Karolyn Kiisel and published by Laurence King Publishing. This book was released on 2013-09-13 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Draping—the art of using cotton muslin to create womenswear directly on a dress form—is an essential skill for fashion designers. Through a series of step-by-step projects, designed to develop skills from the most basic to more advanced techniques, this book will guide you in creating both classic and contemporary garments, as well as historical styles and costumes. Draping projects include dresses, bustiers, and jackets, and highlight key fashion garments such as Audrey Hepburn's dress from Breakfast at Tiffany’s and the Dolce & Gabbana tuxedo jacket. Starting with the basics of choosing and preparing the dress form for draping, the book advances through pinning, trimming, and clipping, and creating shape using darts and tucks, to adding volume using pleats and gathers, and handling complex curves. Advanced skills include how to use support elements such as shoulder pads, under layers, and petticoats, and how to handle bias draping. The book culminates with a chapter on improvisational skills. Each skill and technique throughout the book is explained with step-by-step photographs and line drawings that bring the art of creating womenswear in three dimensions to life.

Book A Guide to Documenting Learning

Download or read book A Guide to Documenting Learning written by Silvia Rosenthal Tolisano and published by Corwin Press. This book was released on 2018-01-06 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new approach to contemporary documentation and learning What is learning? How do we look for, capture, reflect on, and share learning to foster meaningful and active engagement? This vital resource helps educators answer these questions. A Guide to Documenting Learning facilitates student-driven learning and helps teachers reflect on their own learning and classroom practice. This unique how-to book Explains the purposes and different types of documentation Teaches different “LearningFlow” systems to help educators integrate documentation throughout the curriculum Provides authentic examples of documentation in real classrooms Is accompanied by a robust companion website where readers can find even more documentation examples and video tutorials

Book Talking about Textbooks

Download or read book Talking about Textbooks written by Neville Garner and published by . This book was released on 1983 with total page 29 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Book Summary of The Secret by Rhonda Byrne

Download or read book Summary of The Secret by Rhonda Byrne written by QuickRead and published by QuickRead.com. This book was released on with total page 15 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you’ve ever looked at someone else and wondered, “What’s their secret to success?” this book is the key to discovering that secret for yourself. Dedicated to exploring the questions that drive (and torment) human existence, The Secret (2006) explores such topics as, “What’s the secret to success?”, “What’s the meaning of life?”, and “How can I become my best self?” By laying out Rhonda Byrne’s theory of the forces that guide the universe and how to discover your place within it, The Secret provides readers with a practical toolkit for taking control of their future, unlocking your optimum state of happiness, and discovering your full potential. Do you want more free book summaries like this? Download our app for free at https://www.QuickRead.com/App and get access to hundreds of free book and audiobook summaries. DISCLAIMER: This book summary is meant as a preview and not a replacement for the original work. If you like this summary please consider purchasing the original book to get the full experience as the original author intended it to be. If you are the original author of any book on QuickRead and want us to remove it, please contact us at [email protected].

Book Deep Learning

    Book Details:
  • Author : Ian Goodfellow
  • Publisher : MIT Press
  • Release : 2016-11-18
  • ISBN : 0262035618
  • Pages : 801 pages

Download or read book Deep Learning written by Ian Goodfellow and published by MIT Press. This book was released on 2016-11-18 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Book Make Learning Personal

Download or read book Make Learning Personal written by Barbara Bray and published by Corwin Press. This book was released on 2014-10-10 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: Put learning back into the hands of the learner! Through personalized learning, education as we know it is transformed as learners are empowered to take control of their own learning. This thorough and timely resource draws on Universal Design for Learning® principles to create a powerful shift in classroom dynamics by guiding learners to become self-directed, self-monitoring, and self-motivated. You’ll discover: A system that includes tools and strategies to reduce barriers and maximize learning for all learners A clear explanation distinguishing personalized learning from differentiation and individualized instruction Teachers’ personal stories of moving through the Stages of Personalized Learning Environments to transform teacher and learner roles and school culture Background information on developing a rationale on why to personalize learning Strategies to create the change that occurs with the culture shift that happens in classrooms and schools as you personalize learning. Recognized authorities in personalized learning, the authors have led educational innovation for almost three decades. "As an educator for more than 30 years, I have seen a myriad of ideas to improve education. Personalized learning could truly be the game-changer! Barbara and Kathleen have certainly done their homework in clearly defining what it means to personalize learning. They identify stages that can help teachers gradually adapt their role, moving from a teacher-centered classroom to a learner-driven environment. This book will serve as a valuable handbook as educators make the decision to empower their learners!" - Betty Wottreng, Director of Technology Services, Verona Area School District, Wisconsin