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.

    This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    These sections together make an appropriate one-term advanced/graduate level course (mathematical prerequisites: vector analysis and simple partial-differential equations). The book is printed to make it easy for readers to identify these sections.• The remaining Track 2 material provides a wealth of advanced topics instructors can draw from to flesh out a two-term course, with Track 1 sections serving as prerequisites.

    Stewart's Calculus is successful throughout the world because he explains the material in a way that makes sense to a wide variety of readers. His explanations make ideas come alive, and his problems challenge, to reveal the beauty of calculus. Stewart's examples stand out because they are not just models for problem solving or a means of demonstrating techniques--they also encourage readers to develp an analytic view of the subject. This edition includes new problems, examples, and projects. This version of Stewart's book introduced exponential and logarithmic functions in the first chapter and their limits and derivatives are found in Chapters 2 and 3.

    Technological advances in fields as diverse as quantum mechanics, electronics, and nanotechnology are proving increasingly important to city life, and the urban world will turn to science to deliver solutions to the problems of the future; more than 50 percent of the world's population now lives in cities, and that proportion is growing fast. Can engineering provide the answer to a viable megacity future?SCIENCE AND THE CITY starts at your front door and guides you through the technology of everyday city life: how new approaches to building materials help to construct the tallest skyscrapers in Dubai, how New Yorkers use light to treat their drinking water, how Tokyo commuters' footsteps power gates in train stations. Uncovering the science and engineering that shapes our cities, Laurie Winkless reveals how technology will help us meet the challenges of a soaring world population--from an ever-increasing demand for power, water, and internet access, to simply how to get about in a megacity of tens of millions of people. Laurie Winkless is a physicist with an undergraduate degree from Trinity College, Dublin, and a master's degree in space science from University College London. She has worked at the National Physical Laboratory, specializing in functional materials and is an expert on thermoelectric energy harvesting, which involves using material science to capture and convert waste heat into electricity. This is her first book, written while living in her favorite city, London.

    Topics are broken down into three major conceptual pieces: Virtualization, Concurrency, and Persistence. Includes all major components of modern systems including scheduling, virtual memory management, disk subsystems and I/O, file systems, and even a short introduction to distributed systems.

    

     The nations of Europe are at war. The conflict is spread over land and sea, and for the first time in history the fight is taken to the skies above. Private Second-Class Charlie Sexton is part of that air war, but not by choice. Injured on the battlefield after he witnesses the horrifying death of his friend, the born-and-bred artilleryman has suddenly found himself seconded as an observer for the British Flying Corps. Lieutenant James St Leger is a volunteer pilot. He has little time for the inexperienced Sexton, and is weighted down by the responsibility he feels for the death of his previous observer. But they must work together, their task; to carry out reconnaissance work over the ever-changing battlefields of northern France, braving lethal anti-aircraft fire in order to keep British headquarters constantly updated. They are faced in the air by the Fliegertruppen, the German Flying Corps who strive to dominate the skies and the first chivalrous skirmishes between the opposing sides soon turns to deadly combat. Sexton and St Leger are challenged by the pilot of biplane B466, Leutnant Kurt Manheim. The contest escalates as losses mount on both sides and the brutality of the ground war finds its way into sky, forcing each man to question their own ethics of 'honour in battle'. Aces over Ypres is the extraordinary story of ordinary men who forged a new theatre of warfare with their very lives. The tale follows Charlie's experiences through the early stages of the First World War as he witnesses the rapidly developing technology and tactics of aerial warfare. It is a story of heroes and the birth of a new breed of warrior; the Aces. Praise for John Stack: ‘Strong characters, excellent action, Ship of Romebuilds to a superb climax’ - Conn Iggulden ‘Peopled with characters both fictional and historical, this debut novel - the first in the Masters Of The Sea series - gives a fascinating and evocative insight into the high politics and military life of the times’ - Daily Mail ‘This is a seriously entertaining book for anyone who enjoys stirring descriptions of ancient warfare. You can almost taste the salt, see the blood and hear the shouts and screams…John Stack is to be welcomed into the ranks of first-rate historical writers’ - Tuam Herald John Stack was born not far from the city of Cork, on the south coast of Ireland. Growing up a huge fan of Wilbur Smith and James Clavell, Stack set his sights on writing historical fiction after being made redundant from a job in computer technology. His first book, Ship of Rome was published in January 2009 and reached the Sunday Times bestsellers list. His second book Captain of Rome followed a year later and his third, Master of Rome, completing the trilogy entitled Masters of the Sea. He is also the author of a book about the Spanish Armada. He is married with three children. Endeavour Press is the UK's leading independent digital publisher. For more information on our titles please sign up to our newsletter at www.endeavourpress.com. Each week you will receive updates on free and discounted ebooks. Follow us on Twitter: @EndeavourPress and on Facebook via http://on.fb.me/1HweQV7. We are always interested in hearing from our readers.

    Ol’ Shakey: Memories of a Flight Engineer shares some of the most memorable stories of Gene’s career as a Flight Engineer flying in the Douglas C-124 Globemaster II, nicknamed “Ol’ Shakey” – an aircraft that had a habit of keeping the flight crews on their toes dealing with quirky malfunctions. From a colorful layover at Midway Island to kite-flying at Pope Air Force Base, to overspeeding propellers, Gene’s stories will entertain military personnel, aviators and anyone who is enthusiastic about the romance of flying – and gives a glimpse of the reality behind that romance.

    The goal of this book is to bring together quantum mechanics, the quantum theory of solids, semiconductor material physics, and semiconductor device physics in a clear and understandable way.

    Varied stories of what it was like to be a proud member of a flight crew aboard that amazing Mach 2 strategic bomber back in the 1960's.

    This book provides an introduction to the field of solid state physics for undergraduate students in physics, chemistry, engineering, and materials science.

    This edition retains the scope and emphasis that have made the book very successful while adding over twenty new numerical examples and over 550 new end-of-chapter problems.

    You might think the problem is your brain. It seems to have a mind of its own, a mind that doesn't always want to take in the dry, technical stuff you're forced to study. The fact is your brain craves novelty. It's constantly searching, scanning, waiting for something unusual to happen. After all, that's the way it was built to help you stay alive. It takes all the routine, ordinary, dull stuff and filters it to the background so it won't interfere with your brain's real work--recording things that matter. How does your brain know what matters? It's like the creators of the Head First approach say, suppose you're out for a hike and a tiger jumps in front of you, what happens in your brain? Neurons fire. Emotions crank up. Chemicals surge. That's how your brain knows.And that's how your brain will learn Java. Head First Java combines puzzles, strong visuals, mysteries, and soul-searching interviews with famous Java objects to engage you in many different ways. It's fast, it's fun, and it's effective. And, despite its playful appearance, Head First Java is serious stuff: a complete introduction to object-oriented programming and Java. You'll learn everything from the fundamentals to advanced topics, including threads, network sockets, and distributed programming with RMI. And the new. second edition focuses on Java 5.0, the latest version of the Java language and development platform. Because Java 5.0 is a major update to the platform, with deep, code-level changes, even more careful study and implementation is required. So learning the Head First way is more important than ever. If you've read a Head First book, you know what to expect--a visually rich format designed for the way your brain works. If you haven't, you're in for a treat. You'll see why people say it's unlike any other Java book you've ever read.By exploiting how your brain works, Head First Java compresses the time it takes to learn and retain--complex information. Its unique approach not only shows you what you need to know about Java syntax, it teaches you to think like a Java programmer. If you want to be bored, buy some other book. But if you want to understand Java, this book's for you.

    The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. *NEW-Nontechnical learning material-Accompanies each part of the book. *NEW-The Internet as a sample application for intelligent systems-Added in several places including logical agents, planning, and natural language. *NEW-Increased coverage of material - Includes expanded coverage of: default reasoning and truth maintenance systems, including multi-agent/distributed AI and game theory; probabilistic approaches to learning including EM; more detailed descriptions of probabilistic inference algorithms. *NEW-Updated and expanded exercises-75% of the exercises are revised, with 100 new exercises. *NEW-On-line Java software. *Makes it easy for students to do projects on the web using intelligent agents. *A unified, agent-based approach to AI-Organizes the material around the task of building intelligent agents. *Comprehensive, up-to-date coverage-Includes a unified view of the field organized around the rational decision making pa