Now that machine learning is thriving, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn how to use a range of techniques, starting with simple Linear Regression and progressing to Deep Neural Networks. If you have some programming experience and you’re ready to code a machine learning project, this guide is for you.This hands-on book shows you how to use:Scikit-Learn, an accessible framework that implements many algorithms efficiently and serves as a great machine learning entry pointTensorFlow, a more complex library for distributed numerical computation, ideal for training and running very large neural networksPractical code examples that you can apply without learning excessive machine learning theory or algorithm details

    For centuries, the power of zero savored of the demonic; once harnessed, it became the most important tool in mathematics. Zero follows this number from its birth as an Eastern philosophical concept to its struggle for acceptance in Europe and its apotheosis as the mystery of the black hole. Today, zero lies at the heart of one of the biggest scientific controversies of all time, the quest for the theory of everything. Elegant, witty, and enlightening, Zero is a compelling look at the strangest number in the universe and one of the greatest paradoxes of human thought.

    The algorithms you'll use most often as a programmer have already been discovered, tested, and proven. If you want to take a hard pass on Knuth's brilliant but impenetrable theories and the dense multi-page proofs you'll find in most textbooks, this is the book for you. This fully-illustrated and engaging guide makes it easy for you to learn how to use algorithms effectively in your own programs.Grokking Algorithms is a disarming take on a core computer science topic. In it, you'll learn how to apply common algorithms to the practical problems you face in day-to-day life as a programmer. You'll start with problems like sorting and searching. As you build up your skills in thinking algorithmically, you'll tackle more complex concerns such as data compression or artificial intelligence. Whether you're writing business software, video games, mobile apps, or system utilities, you'll learn algorithmic techniques for solving problems that you thought were out of your grasp. For example, you'll be able to:Write a spell checker using graph algorithmsUnderstand how data compression works using Huffman codingIdentify problems that take too long to solve with naive algorithms, and attack them with algorithms that give you an approximate answer insteadEach carefully-presented example includes helpful diagrams and fully-annotated code samples in Python. By the end of this book, you will know some of the most widely applicable algorithms as well as how and when to use them.

    This work focuses on the maths skills necessary to pass the GMAT, with nearly 300 questions and explanations on subjects such as arithmetic, algebra, geometry and data sufficiency.

    joyfully shows you how to make nature's numbers dance."--Bill Nye (the science guy)The Magic of Math is the math book you wish you had in school. Using a delightful assortment of examples-from ice-cream scoops and poker hands to measuring mountains and making magic squares-this book revels in key mathematical fields including arithmetic, algebra, geometry, and calculus, plus Fibonacci numbers, infinity, and, of course, mathematical magic tricks. Known throughout the world as the "mathemagician," Arthur Benjamin mixes mathematics and magic to make the subject fun, attractive, and easy to understand for math fan and math-phobic alike."A positively joyful exploration of mathematics."-Publishers Weekly, starred review"Each [trick] is more dazzling than the last."-Physics World

    Theory and practice in the design of data graphics, 250 illustrations of the best (and a few of the worst) statistical graphics, with detailed analysis of how to display data for precise, effective, quick analysis. Design of the high-resolution displays, small multiples. Editing and improving graphics. The data-ink ratio. Time-series, relational graphics, data maps, multivariate designs. Detection of graphical deception: design variation vs. data variation. Sources of deception. Aesthetics and data graphical displays. This is the second edition of The Visual Display of Quantitative Information. Recently published, this new edition provides excellent color reproductions of the many graphics of William Playfair, adds color to other images, and includes all the changes and corrections accumulated during 17 printings of the first edition.

    You will have numerous opportunities to practice statistical techniques through learning checks, examples, demonstrations, and problems. Exam preparation is made easy with a student companion website that provides tutorials, crossword puzzles, flashcards, learning objectives, and more!

    Contains complete worked solutions to all regular exercises and computer exercises in the text; additional test questions and their solutions; an online laboratory manual for the computer algebra system GAP, with exercises tied to the book and an instructor answer key; and links on the author's website to true/false questions, flash cards, essays, software downloads, and other abstract algebra-related materials.

    Teaching Shakespeare is a major contribution to the knowledge and expertise of all teachers of Shakespeare in schools, colleges and institutions of higher education. It makes explicit the principles of active learning which underpin Cambridge School Shakespeare, and helps teachers to develop their existing good practice. Practical examples are given from the plays most frequently used in schools, but Rex Gibson shows that the principles apply equally to the less frequently studied plays, thereby extending the canon of school Shakespeare.

    

    Many of the difficulties however, are not in the classroom... In The (Un)official Teacher's Manual, Omar Akbar offers direct, humorous and accessible advice on how to deal with the daily issues faced by a teacher- none of which involve teaching! Includes guidance on: lesson observations, emails, promotions, avoiding meaningless extra work, meetings, parents, maintaining a work-life balance, dealing with workplace bullying, and much more. While Omar pulls no punches on the reality of working in a school, a positive streak is maintained throughout. A must read for any teacher or potential teacher. - - - - - - - - - - - - - - Contents: Introduction: Why This Book Was Written 1. How to Get the Most from Observations, Learning Walks, and Book Scrutinies 2. The Don’ts of the School Email System 3. How to Get Promoted and Other Things to Consider 4. How and When to Say No and Yes 5. The Dos and Don’ts of Meetings 6. How to Get Parents on Your Side 7. Guidance for Trainee Teachers 8. Ensuring a Life-Work Balance 9. Bullying: the Problem and the Solution 10. How to Get the Teaching Job You Want 11. Maintaining Good Relationships 12. Why It’s All Worth It

    This long-awaited revision contains changes throughout the text. There are new implementations of most of the major programming systems in the book, including the interpreters and compilers, and the authors have incorporated many small changes that reflect their experience teaching the course at MIT since the first edition was published. A new theme has been introduced that emphasizes the central role played by different approaches to dealing with time in computational models: objects with state, concurrent programming, functional programming and lazy evaluation, and nondeterministic programming. There are new example sections on higher-order procedures in graphics and on applications of stream processing in numerical programming, and many new exercises. In addition, all the programs have been reworked to run in any Scheme implementation that adheres to the IEEE standard.

    This book covers relevant geometric principles and how to represent objects algebraically so they can be computed and applied. Recent major developments in the theory and practice of scene reconstruction are described in detail in a unified framework. Richard Hartley and Andrew Zisserman provide comprehensive background material and explain how to apply the methods and implement the algorithms. First Edition HB (2000): 0-521-62304-9

    Indeed, such equations are crucial to mathematical physics. Although simplifications can be made that reduce these equations to ordinary differential equations, nevertheless the complete description of physical systems resides in the general area of partial differential equations.This highly useful text shows the reader how to formulate a partial differential equation from the physical problem (constructing the mathematical model) and how to solve the equation (along with initial and boundary conditions). Written for advanced undergraduate and graduate students, as well as professionals working in the applied sciences, this clearly written book offers realistic, practical coverage of diffusion-type problems, hyperbolic-type problems, elliptic-type problems, and numerical and approximate methods. Each chapter contains a selection of relevant problems (answers are provided) and suggestions for further reading.

    In Underestimated: An Autism Miracle, Generation Rescue’s cofounder J.B. Handley and his teenage son Jamison tell the remarkable story of Jamison’s journey to find a method of communication that allowed him to show the world that he was a brilliant, wise, generous, and complex individual who had been misunderstood and underestimated by everyone in his life. Jamison’s emergence at the age of seventeen from his self-described “prison of silence” took place over a profoundly emotional and dramatic twelve-month period that is retold from his father’s perspective. The book reads like a spy thriller while allowing the reader to share in the complex emotions of both exhilaration and anguish that accompany Jamison’s journey for him and his family. Once Jamison’s extraordinary story has been told, Jamison takes over the narrative to share the story from his perspective, allowing the world to hear from someone who many had dismissed and cast aside as incapable. Jamison’s remarkable transformation challenges the conventional wisdom surrounding autism, a disability impacting 1 in 36 Americans. Many scientists still consider nonspeakers with autism—a full 40 percent of those on the autism spectrum—to be “mentally retarded.” Is it possible that the experts are wrong about several million people? Are all the nonspeakers like Jamison?Underestimated: An Autism Miracle will touch your heart, inspire you, remind you of the power of love, and ultimately leave you asking tough questions about how many more Jamisons might be waiting for their chance to be freed from their prison of silence, too. And, for the millions of parents of children with autism, the book offers a detailed description of a communication method that may give millions of people with autism back their voice.