Fast Learning

Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala

Forget the 10,000 hour rule— what if it’s possible to learn the basics of any new skill in 20 hours or less? Take a moment to consider how many things you want to learn to do. What’s on your list? What’s holding you back from getting started? Are you worried about the time and effort it takes to acquire new skills—time you don’t have and effort you can’t spare? Research suggests it takes 10,000 hours to develop a new skill. In this nonstop world when will you ever find that much time and energy? To make matters worse, the early hours of prac­ticing something new are always the most frustrating. That’s why it’s difficult to learn how to speak a new language, play an instrument, hit a golf ball, or shoot great photos. It’s so much easier to watch TV or surf the web . . . In The First 20 Hours, Josh Kaufman offers a systematic approach to rapid skill acquisition— how to learn any new skill as quickly as possible. His method shows you how to deconstruct com­plex skills, maximize productive practice, and remove common learning barriers. By complet­ing just 20 hours of focused, deliberate practice you’ll go from knowing absolutely nothing to performing noticeably well. Kaufman personally field-tested the meth­ods in this book. You’ll have a front row seat as he develops a personal yoga practice, writes his own web-based computer programs, teaches himself to touch type on a nonstandard key­board, explores the oldest and most complex board game in history, picks up the ukulele, and learns how to windsurf. Here are a few of the sim­ple techniques he teaches: Define your target performance level: Fig­ure out what your desired level of skill looks like, what you’re trying to achieve, and what you’ll be able to do when you’re done. The more specific, the better. Deconstruct the skill: Most of the things we think of as skills are actually bundles of smaller subskills. If you break down the subcompo­nents, it’s easier to figure out which ones are most important and practice those first. Eliminate barriers to practice: Removing common distractions and unnecessary effort makes it much easier to sit down and focus on deliberate practice. Create fast feedback loops: Getting accu­rate, real-time information about how well you’re performing during practice makes it much easier to improve. Whether you want to paint a portrait, launch a start-up, fly an airplane, or juggle flaming chain­saws, The First 20 Hours will help you pick up the basics of any skill in record time . . . and have more fun along the way.

In this book, I share my fast-learning method, developed through my Ph.D. research in accelerated learning, titled "Implications for Upgrading Accelerated Learning Practices in Educational Systems," and my own successful case studies where students of different ages successfully learned languages and other subjects in a short amount of time in China, Russia, and Norway. I used the same method to teach people ranging in age from 5 to 62 years old. This method enabled me to learn 18 languages and study diverse disciplines at universities in Ukraine, Russia, China, France, Norway, and the UK. I have also shared accelerated learning methods and case studies in other countries. I was interviewed and invited to speak on national TV in Russia—a special one-hour program—and at universities in Turkey, Canada, the USA, France, and Spain. In a world that is perpetually evolving, the quest to learn faster is more relevant than ever. Rapid learning—the ability to acquire new knowledge, skills, or information swiftly and effectively—is a coveted skill. It is not merely about learning quickly but mastering the art of understanding, adapting, and applying new concepts with efficiency and precision. This ability is highly prized across diverse domains such as education, technology, business, and personal development, where the pace of change demands that we stay ahead. But how does one become a fast learner? What are the key traits and strategies that differentiate those who grasp complex ideas with ease from those who struggle? This exploration seeks to unravel the essence of fast learning, offering insights into its core characteristics and benefits. Have you ever wondered how some people seem to effortlessly grasp complex ideas while others struggle? What are the key traits and strategies that set fast learners apart? In this exploration, we aim to uncover the secrets of rapid learning, offering insights into its essential characteristics and benefits. What Makes Fast Learners Stand Out? What natural abilities allow fast learners to understand intricate concepts with minimal explanation? How do they discern connections across different fields so quickly? How do fast learners excel at retaining and applying new information? What makes them such proficient problem solvers? What role do strong analytical and critical thinking skills play in fast learning? How do these skills aid in swift decision-making? What tailored techniques, such as mnemonic devices or visualization, do fast learners use to accelerate their knowledge acquisition? How does an inherent curiosity and openness to new ideas drive fast learners to continually grow? Why is resilience a hallmark of fast learners, and how does it help them overcome challenges? How do fast learners take charge of their educational journeys, and what motivates them to continually expand their skill set? Why Learn Faster? How does rapid learning boost efficiency and productivity in both work and studies? How does the ability to learn quickly equip individuals to handle unexpected challenges creatively? In what ways does fast learning provide a significant edge in competitive environments? How do fast learners bridge gaps between different areas of expertise to foster collaboration? How does the capacity for rapid learning contribute to personal development and confidence? Fuel Your Success with Optimism and Enthusiasm How does approaching learning with optimism and enthusiasm make information retention more effortless? How can confidence in your ability to master complex subjects enhance your retention and understanding? What role do passion and enthusiasm play in turning learning opportunities into exhilarating journeys? How can viewing challenges as growth opportunities broaden your intellectual horizons? Why should failures be embraced as valuable learning experiences? How does embracing discomfort in new learning experiences signal progress and expand your capabilities? In the pages that follow, we will delve deeper into the strategies and mindsets that can help you master the art of rapid learning. How can adopting these principles not only enhance your ability to acquire knowledge swiftly but also transform your approach to personal and professional development? You will find answers to all these questions. I hope you enjoy reading this book.

Too often, students who fail a grade or a course receive remediation that ends up widening rather than closing achievement gaps. According to veteran classroom teacher and educational consultant Suzy Pepper Rollins, the true answer to supporting struggling students lies in acceleration. In Learning in the Fast Lane, she lays out a plan of action that teachers can use to immediately move underperforming students in the right direction and differentiate instruction for all learners—even those who excel academically. This essential guide identifies eight high-impact, research-based instructional approaches that will help you * Make standards and learning goals explicit to students. * Increase students' vocabulary—a key to their academic success. * Build students' motivation and self-efficacy so that they become active, optimistic participants in class. * Provide rich, timely feedback that enables students to improve when it counts. * Address skill and knowledge gaps within the context of new learning. Students deserve no less than the most effective strategies available. These hands-on, ready-to-implement practices will enable you to provide all students with compelling, rigorous, and engaging learning experiences.

Explore why — now more than ever — the world is in a race to become data-driven, and how you can learn from examples of data-driven leadership in an Age of Disruption, Big Data, and AI In Fail Fast, Learn Faster: Lessons in Data-Driven Leadership in an Age of Disruption, Big Data, and AI, Fortune 1000 strategic advisor, noted author, and distinguished thought leader Randy Bean tells the story of the rise of Big Data and its business impact – its disruptive power, the cultural challenges to becoming data-driven, the importance of data ethics, and the future of data-driven AI. The book looks at the impact of Big Data during a period of explosive information growth, technology advancement, emergence of the Internet and social media, and challenges to accepted notions of data, science, and facts, and asks what it means to become "data-driven." Fail Fast, Learn Faster includes discussions of: The emergence of Big Data and why organizations must become data-driven to survive Why becoming data-driven forces companies to "think different" about their business The state of data in the corporate world today, and the principal challenges Why companies must develop a true "data culture" if they expect to change Examples of companies that are demonstrating data-driven leadership and what we can learn from them Why companies must learn to "fail fast and learn faster" to compete in the years ahead How the Chief Data Officer has been established as a new corporate profession Written for CEOs and Corporate Board Directors, data professional and practitioners at all organizational levels, university executive programs and students entering the data profession, and general readers seeking to understand the Information Age and why data, science, and facts matter in the world in which we live, Fail Fast, Learn Faster p;is essential reading that delivers an urgent message for the business leaders of today and of the future.

"More than three million high-school students take five million Advanced Placement exams each May, yet remarkably little is known about how this sixty-year-old, privately-run program, has become one of U.S. education's greatest successes. From its mid-century origin as a tiny option for privileged kids from posh schools, AP has also emerged as a booster rocket into college for hundreds of thousands of disadvantaged youngsters. It challenges smart kids, affects school ratings, affords rewarding classroom challenges to great teachers, tunes up entire schools, and draws vast support from philanthropists, education reformers and policymakers. AP stands as America's foremost source of college-level academics for high school pupils. Praised for its rigor and integrity, more than 22,000 schools now offer some-or many-of its thirty-eight subjects, from Latin to calculus, art to computer science. But challenges abound today, as AP faces stiffening competition (especially dual credit), curriculum wars, charges of elitism, misgivings by elite schools and universities, and the arduous work of infusing rigor into schools that lack it and academic success into young people unaccustomed to it. In today's polarized climate, can Advanced Placement maintain its lofty standards and overcome the hostility, politics and despair that have sunk so many other bold education ventures? Advanced Placement: The Unsung Success Story of American Education is a unique account-richly documented and thoroughly readable-of the AP program in all its strengths and travails, written by two of America's most respected education analysts"--

Everyone wants to be better at the things they do, but no one can figure out what is required to become good at something. The way to glory is to learn better. That does sound very simple and almost ordinary, but it is what makes ordinary people extraordinary. The only difference between successful people and unsuccessful people is that they both have different learning methods. They both are provided with the same resources, yet the people who can learn faster win in the race of life or just acquiring a new skill set. Just by following some simple principles of learning, anyone can become a real professional and master in anything they are trying to do. There are some very easy tricks and methods that can be used for learning anything faster and in a manner which is better than others. The only thing required to learn faster is the will to do it in the first place.

Major New York Times bestseller Winner of the National Academy of Sciences Best Book Award in 2012 Selected by the New York Times Book Review as one of the ten best books of 2011 A Globe and Mail Best Books of the Year 2011 Title One of The Economist's 2011 Books of the Year One of The Wall Street Journal's Best Nonfiction Books of the Year 2011 2013 Presidential Medal of Freedom Recipient Kahneman's work with Amos Tversky is the subject of Michael Lewis's The Undoing Project: A Friendship That Changed Our Minds In his mega bestseller, Thinking, Fast and Slow, Daniel Kahneman, the renowned psychologist and winner of the Nobel Prize in Economics, takes us on a groundbreaking tour of the mind and explains the two systems that drive the way we think. System 1 is fast, intuitive, and emotional; System 2 is slower, more deliberative, and more logical. The impact of overconfidence on corporate strategies, the difficulties of predicting what will make us happy in the future, the profound effect of cognitive biases on everything from playing the stock market to planning our next vacation—each of these can be understood only by knowing how the two systems shape our judgments and decisions. Engaging the reader in a lively conversation about how we think, Kahneman reveals where we can and cannot trust our intuitions and how we can tap into the benefits of slow thinking. He offers practical and enlightening insights into how choices are made in both our business and our personal lives—and how we can use different techniques to guard against the mental glitches that often get us into trouble. Winner of the National Academy of Sciences Best Book Award and the Los Angeles Times Book Prize and selected by The New York Times Book Review as one of the ten best books of 2011, Thinking, Fast and Slow is destined to be a classic.

Develop the Skills to Learn Anything Faster, Easier, and More Effectively Written by the creators of the #1 bestselling course of the same name, this book will teach you how to "hack" your learning, reading, and memory skills, empowering you to learn everything faster and more effectively. What Would You Do If You Could Learn Anything 3 Times Faster?In our rapidly changing and information-driven society, the ability to learn quickly is the single most important skill. Whether you're a student, a professional, or simply embarking on a new hobby, you are forced to grapple with an every-increasing amount of information and knowledge. We've all experienced the frustration of an ever-growing reading list, struggling to learn a new language, or forgetting things you learned in even your favorite subjects. This Book Will Teach You 3 Major Skills:Speed reading with high (80%+) comprehension and understandingMemory techniques for storing and recalling vast amounts of information quickly and accuratelyDeveloping the cognitive infrastructure to support this flood of new information long-termHowever, the SuperLearning skills you'll learn in this course are applicable to many aspects of your every day life, from remembering phone numbers to acquiring new skills or even speaking new languages. Anyone Can Develop Super-Learning SkillsThis course is about improving your ability to learn new skills or information quickly and effectively. We go far beyond the kinds of "speed reading" (or glorified skimming) you may have been exposed to, diving into the actual cognitive and neurological factors that make learning easier and more successful. We also give you advanced memory techniques to grapple with the huge loads of information you'll soon be able to process. "This book should be the go-to reference for anyone looking to upgrade their mind's firmware!" -Benny Lewis, Language Learning Expert Learn How to Absorb and Retain Information in a Whole New Way - A Faster, Better Way The Authors' Proprietary Method for Teaching Speed Reading & Memory Improvement You may have even taken a normal speed reading course in the past, only to realize that you didn't retain anything you read. The sad irony is that in order to properly learn things like speed reading skills and memory techniques in the past, you had to read dozens of books and psychological journals to decode the science behind it. Or, you had to hire an expensive private tutor who specializes in SuperLearning. That's what I did. And it changed my life. Fortunately, my co-authors (experts and innovators in the fields of superlearning, memory improvement, and speed reading) agreed to help me transform their materials into the first ever digital course. Over 25,000 satisfied students later, we have transformed our course into a book you can enjoy anywhere. Our teaching methodology relies heavily on at-home exercises. The chapters themselves are only part of what you're buying. You will be practicing various exercises and assignments on a regular basis over the course a 7 week schedule. In addition to the lectures, there are hours of supplemental video and articles which are considered part of the curriculum. "This vital book contains all the tools needed to learn, memorize, and reproduce anything you want with the joy that ease brings. Don't take another class until you've read it!" -Dr. Anthony Metivier, Author & Memory Expert If you wish to improve memory and concentration, learn more effectively, read faster, and learn the techniques of memory champions - look no further! An awesome read that will push the limits of your brain. Levi does an incredible job of guiding you through, to bring your brain from average to UNSTOPPABLE!" -Nelson Dellis, 4-Time USA Memory Champion

NATIONAL BESTSELLER • For anyone who wants to learn a foreign language, this is the method that will finally make the words stick. “A brilliant and thoroughly modern guide to learning new languages.”—Gary Marcus, cognitive psychologist and author of the New York Times bestseller Guitar Zero At thirty years old, Gabriel Wyner speaks six languages fluently. He didn’t learn them in school—who does? Rather, he learned them in the past few years, working on his own and practicing on the subway, using simple techniques and free online resources—and here he wants to show others what he’s discovered. Starting with pronunciation, you’ll learn how to rewire your ears and turn foreign sounds into familiar sounds. You’ll retrain your tongue to produce those sounds accurately, using tricks from opera singers and actors. Next, you’ll begin to tackle words, and connect sounds and spellings to imagery rather than translations, which will enable you to think in a foreign language. And with the help of sophisticated spaced-repetition techniques, you’ll be able to memorize hundreds of words a month in minutes every day. This is brain hacking at its most exciting, taking what we know about neuroscience and linguistics and using it to create the most efficient and enjoyable way to learn a foreign language in the spare minutes of your day.