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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.
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
Develop emotional intelligence and strengthen social emotional skills in adolescents with this practical, hands-on resource. Helping students develop emotional intelligence (EQ) and social emotional skills is essential to preparing them for success in college, careers, and adult life. This practical resource for educators explains what emotional intelligence is and why it’s important for all students. Boost Emotional Intelligence in Students lays out detailed yet flexible guidelines for teaching fundamental EQ and social emotional skills in an intentional and focused way. The book is split into three modules, which correspond to three main skill areas: Self-awareness and self-management Social awareness and relationship skills Responsible decision-making and problem-solving Each module features ten hands-on, research-based lessons, which are focused on a critical EQ concept and centered around productive and respectful discussion. All lessons are designed to take approximately 35 minutes each but can easily be adapted to meet the specific needs of a school or group as they work to develop emotional intelligence and social emotional skills in their students. Digital content includes reproducible forms to use with students.
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.
A bright series of picture books designed to help little ones with their first words. This title introduces little ones to numbers, colours, shapes and animals.
Essays by popular children's authors reveal the books that shaped their personal and literary lives, explaining how the stories they loved influenced them creatively, politically, and intellectually.
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.
"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
Have you ever thought: I have so many problems and nobody even cares? Well, penguins have problems too! Discover them in this hilarious collaboration from Jory John (All my friends are dead. and Quit Calling Me a Monster!) and Lane Smith (The Stinky Cheese Man and Other Fairly Stupid Tales)! This penguin has come to tell you that life in Antarctica is no paradise. For starters, it is FREEZING. Also, penguins have a ton of natural predators. Plus, can you imagine trying to find your mom in a big ol’ crowd of identical penguins? No, thank you. Yes, it seems there is no escaping the drudgery of your daily grind, whatever it might be. Or perhaps we’ve just learned that grumps are everywhere. . . . This book is sure to tickle kids’ funny bones and will elicit appreciative sighs from the adults reading it aloud. "We are all Mortimer [the main character in Penguin Problems]." —The New York Times “Bursting with humor.” —Kirkus Reviews “The snark level is cranked up high.” —The Horn Book, Starred “Will be right at home with fans of Jon Klassen’s This Is Not My Hat.” —Booklist “Classic comedy.” —Publishers Weekly “Rib-tickling.” —School Library Journal