It is the technology behind photo tagging systems at Facebook and Google, self-driving cars, speech recognition systems on your smartphone, and much more.In particular, Deep learning excels at solving machine perception problems: understanding the content of image data, video data, or sound data. Here's a simple example: say you have a large collection of images, and that you want tags associated with each image, for example, "dog," "cat," etc. Deep learning can allow you to create a system that understands how to map such tags to images, learning only from examples. This system can then be applied to new images, automating the task of photo tagging. A deep learning model only has to be fed examples of a task to start generating useful results on new data.

    This highly anticipated fourth edition of the most ...Download Link : readmeaway.com/download?i=0128042915            0128042915 Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems) PDF by Ian H. WittenRead Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems) PDF from Morgan Kaufmann,Ian H. WittenDownload Ian H. Witten's PDF E-book Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems)

    This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You’ll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you’ve learned along the way. You’ll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

    For this special hardcover edition, two new appendixes on locales and standard library exception safety (also available at www.research.att.com/ bs/) have been added. The result is complete, authoritative coverage of the C++ language, its standard library, and key design techniques. Based on the ANSI/ISO C++ standard, The C++ Programming Language provides current and comprehensive coverage of all C++ language features and standard library components. For example:abstract classes as interfaces class hierarchies for object-oriented programming templates as the basis for type-safe generic software exceptions for regular error handling namespaces for modularity in large-scale software run-time type identification for loosely coupled systems the C subset of C++ for C compatibility and system-level work standard containers and algorithms standard strings, I/O streams, and numerics C compatibility, internationalization, and exception safety Bjarne Stroustrup makes C++ even more accessible to those new to the language, while adding advanced information and techniques that even expert C++ programmers will find invaluable.

    Just about everyone thinks they know how they got there. Just about everyone is wrong. For all that's been written about the Four over the last two decades, no one has captured their power and staggering success as insightfully as Scott Galloway.Instead of buying the myths these compa-nies broadcast, Galloway asks fundamental questions. How did the Four infiltrate our lives so completely that they're almost impossible to avoid (or boycott)? Why does the stock market forgive them for sins that would destroy other firms? And as they race to become the world's first trillion-dollar company, can anyone chal-lenge them?In the same irreverent style that has made him one of the world's most celebrated business professors, Galloway deconstructs the strategies of the Four that lurk beneath their shiny veneers. He shows how they manipulate the fundamental emotional needs that have driven us since our ancestors lived in caves, at a speed and scope others can't match. And he reveals how you can apply the lessons of their ascent to your own business or career.Whether you want to compete with them, do business with them, or simply live in the world they dominate, you need to understand the Four.

    As leading authorities on adult education and training, Elwood Holton and Dick Swanson have revised this edition building on the work of the late Malcolm Knolwes. Keeping to the practical format of the last edition, this book is divided into three parts. The first part contains the classic chapters that describe the roots and principles of andragogy, including a new chapter, which presents Knowles program planning model. The second part focuses on the advancements in adult learning with each chapter fully revised updated, incorporating a major expansion of Androgogy in Practice. The last part of the book will contain an updated selection of topical readings that advance the theory and will include the HRD style inventory developed by Dr. Knowles. This new edition is essential reading for adult learning practitioners and students and HRD professionals. It provides a theoretical framework for understanding the adult learning issues both in the teaching and workplace environments.

    To protect itself, the nation fell back on cunning and camouflage. With Winston Churchill in charge, the British bluffed their way out of trouble—lying, pretending and dressing up in order to survive. The British had developed this uncommon talent during the trench and desert fighting of the First World War, when writers and artists created elaborate camouflages and fiendish propaganda. So successful were these deceptions they gave rise to the German belief that they hadn't been beaten fairly - in which case why not 'have a second go'? By the Second World War, the British were masters of the art. Churchill adored stratagems, ingenious devices and special forces: pretend German radio stations broadcast outrageous British propaganda in German. British geniuses broke German secret codes and eavesdropped on their messages. Every German spy in Britain was captured and many were used to send back false information to their controllers. Forged documents misled their Intelligence. Bogus wireless traffic from entire phantom armies, dummy airfields with model planes, disguised ships and inflatable rubber tanks created a vital illusion of strength. Culminating in the spectacular misdirection that was so essential to the success of D-Day in 1944, Churchill's Wizards is a thrilling work of popular military history. Above all, Nicholas Rankin reveals the true stories of those brave and creative mavericks who helped win what Churchill called 'the war of the Unknown Warriors'.

    Written by a prominent social work leader and trainer for social work licensing exams in the U.S., this guide is based on years of time-tested exam prep workshops conducted by the author. It mirrors the ASWB Masters’ "Knowledge, Skills, and Abilities” upon which the exam is based, as well as incorporates information from the DSM-5, which will be included in the exam starting in mid-2015. The guide is comprehensive yet focuses on the material most likely to be included on the exam, so that students can prioritize information as they study. A self-assessment section helps readers identify their strengths and weaknesses before they tackle the material. The author shares her extensive knowledge of the exam by providing useful test-taking strategies and tips for overcoming test anxiety. The 170-question practice test at the end of the guide (with explanations of the correct answers) mirrors the actual exam in both length and structure. Information covered includes human development, diversity, abuse and neglect, assessment and intervention planning, direct and indirect (micro and macro) practice, and professional values and ethics. This book will be a valuable asset for students and aspiring social workers throughout the U.S. and Canada. Key Features: Developed by a highly respected educator of social work licensure candidates Covers all the content areas on the examination, as well as new content added in 2015 Begins with a self-assessment section to help identify areas of strength and weakness Offers a wealth of test-taking tips and strategies to foster exam confidence Includes a practice test (with explanations of the correct answers) that mirrors the exam ASWB is a registered service mark of the Association of Social Work Boards, which neither sponsors nor endorses this product.

    

    Jill Walker Rettberg analyses these and related genres as three intertwined modes of self-representation: visual, written and quantitative. Rettberg explores topics like the meaning of Instagram filters, smartphone apps that write your diary for you, and the ways in which governments and commercial entities create their own representations of us from the digital traces we leave behind as we go through our lives.

    If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination.You'll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Muller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book.With this book, you'll learn:Fundamental concepts and applications of machine learningAdvantages and shortcomings of widely used machine learning algorithmsHow to represent data processed by machine learning, including which data aspects to focus onAdvanced methods for model evaluation and parameter tuningThe concept of pipelines for chaining models and encapsulating your workflowMethods for working with text data, including text-specific processing techniquesSuggestions for improving your machine learning and data science skills

    Almost to the end of the war, the Germans had firm faith in the Enigma ciphering machine, but in fact the codebreakers were deciphering nearly 4,000 German transmissions daily by 1942, reaping a wealth of information on such important matters as the effort to resupply Rommel's army in North Africa and the effect of Allied attempts to mislead the Germans about the location of D-Day landings. Indeed, Winston Churchill hailed the work of Bletchley Park as the secret weapon that won the war. Only now, nearly half a century since the end of the Second World War, have any of the men and women in this group come forward to tell this remarkable story in their own words--a story that an oath of secrecy long prevented them from revealing. In Codebreakers, F.H. Hinsley and Alan Stripp have gathered together twenty-seven first-hand accounts of one of the most amazing feats in intelligence history. These engaging memoirs, each written by a different member of the codebreakers team, recount the long hours working in total secrecy and the feelings of camaraderie, tension, excitement, and frustration as these men and women, both British and American, did some of the most important work of the war. These talented people share not only their technical knowledge of cryptography and military logistics, but also poignant personal recollections as well. Walter Eytan, one of a handful of Jews at Betchley Park, recalls intercepting a message from a German vessel which reported that it carried Jews en route for Piraeus zur Endlosung (for the final solution). Eytan writes I had never heard this expression before, but instinctively, I knew what it must mean, and I have never forgotten that moment. Vivienne Alford tells of her chilling memory of hearing that the atomic bomb had been dropped on Hiroshima, and the stillness that came over her and her co-workers in Naval Section VI. And William Millward confides that he is still haunted by the work he did in Hut 3 nearly fifty years ago. I sometimes wonder, especially during the night, how many sailors I drowned. Few readers will finish this book without feeling that the codebreakers were essential to the outcome of the war--and thereby of major importance in helping to shape the world we live in today.

    Data Governance should not be about command-and-control, yet at times could become invasive or threatening to the work, people and culture of an organization. Non-Invasive Data Governance™ focuses on formalizing existing accountability for the management of data and improving formal communications, protection, and quality efforts through effective stewarding of data resources. Non-Invasive Data Governance will provide you with a complete set of tools to help you deliver a successful data governance program. Learn how: Steward responsibilities can be identified and recognized, formalized, and engaged according to their existing responsibility rather than being assigned or handed to people as more work. Governance of information can be applied to existing policies, standard operating procedures, practices, and methodologies, rather than being introduced or emphasized as new processes or methods. Governance of information can support all data integration, risk management, business intelligence and master data management activities rather than imposing inconsistent rigor to these initiatives. A practical and non-threatening approach can be applied to governing information and promoting stewardship of data as a cross-organization asset. Best practices and key concepts of this non-threatening approach can be communicated effectively to leverage strengths and address opportunities to improve.

    Legacy is a unique, inspiring handbook for leaders in all fields, and asks: What are the secrets of success – sustained success? How do you achieve world-class standards, day after day, week after week, year after year? How do you handle pressure? How do you train to win at the highest level? What do you leave behind you after you’re gone?What will be your legacy?

    Deciding whether to build another power generation plant in the next five years requires forecasts of future demand. Scheduling staff in a call centre next week requires forecasts of call volumes. Stocking an inventory requires forecasts of stock requirements. Telecommunication routing requires traffic forecasts a few minutes ahead. Whatever the circumstances or time horizons involved, forecasting is an important aid in effective and efficient planning. This textbook provides a comprehensive introduction to forecasting methods and presents enough information about each method for readers to use them sensibly. Examples use R with many data sets taken from the authors' own consulting experience.