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.

    Businesses make millions of decisions every day. But once in a great while a leader makes a truly game-changing decision that shifts not only the strategy of a single company but how everyone does business. These big decisions are counterintuitive-they go against the conventional wisdom. In hindsight, taking a different direction may seem easy, but these bet-the-company moves involve drama, doubt, and high tension. What made Apple's board bring back Steve Jobs to the company? How did Johnson & Johnson decide to recall every bottle of Tylenol after a poisoning scare that involved only a small batch of the drug? What made Henry Ford decide to double the wages of his autoworkers, and how did that change the American economy for the next century? Here management consultant Verne Harnish, the CEO of Gazelles, and Fortune's editors provide the background stories behind the greatest business decisions of all time. In this fully original book, you'll get a glimpse into the thought processes leading up to these groundbreaking moments and will learn how the decisions have shaped the thinking of today's top leaders. The book also contains an insightful foreword by management guru Jim Collins, the author of Built To Last and Good To Great, which explains the importance of decision making in creating a successful company. ADVANCED PRAISE FOR FORTUNE Greatest Business Decisions"CEOs make thousands of decisions every year, but only a few of them have dramatic impact on a company's brand, performance, and culture. IBM knows something about those types of 'big bets.' This book is a concise look at some of those big decisions and the C-suite moves that separated winners from the competition." - Samuel J. Palmisano, Chairman and former CEO, IBM"A great resouce! Learning about how others make great decisions can help you make great decisions! A fascinating, practical history that can change the way that you make decisions. Required reading for decison-makers- at all levels!" -Marshall Goldsmith, named the No. 1 Leadership Thinker in the World by Thinkers50, is a consultant and author of the New York Times bestsellers MOJO and What Got You Here Won't Get You There."When you look at the best business decisions that have been made throughout the years, a clear pattern emerges: The best decisions require not only great insight, but courage and commitment as well. The greatest business leaders are the ones who focus their energy not solely on profits, but on improving people's lives. These important lessons from our past, which this book brings to light, are more relevant than ever today." -Bill Ford, Executive Chairman, Ford Motor

    Using a unique systems approach, it brings together an extraordinary breadth of information into a highly accessible, easy-to-read text that clarifies the complexities of health care organization and finance, while presenting a solid overview of how the various components fit together.

    It is designed to ensure a flexible, coordinated and integrated system for the effective governance and management of IT-enabled services."ITIL Foundation" is the first ITIL 4 publication and the latest evolution of the most widely-adopted guidance for ITSM. Its audience ranges from IT and business students taking their first steps in service management to seasoned professionals familiar with earlier versions of ITIL and other sources of industry best practice.The guidance provided in this publication can be adopted and adapted for all types of organizations and services. To show how the concepts of ITIL can be practically applied to an organization's activities, ITIL Foundation follows the exploits of a fictional company on its ITIL journey.

    With the times a'changin' as they are, we all need to better prepared for the uncertain changes ahead. The books in this section will give you a head start.A twisted guide to hardcore garbage-picking... sprinkled with bizarre asides, irreverent tone and political tirades appreciated by the hyper-cynical Generation X crowd". -- The Orlando SentinelThis book will show you how to get just about anything you want or need -- food, clothing, furniture, building materials, entertainment, luxury goods, tools, toys -- you name it -- Absolutely Free Take a guided tour of America's back alleys where amazing wealth is carelessly discarded. Hoffman will show you where to find the good stuff, how to rescue it and how to use it.

      APPROACH: Atkinson is a  managerially-oriented book that focuses on both quantitative and qualitative aspects of classical and contemporary managerial accounting.   COMPETITORS: Garrison, MH;

    In addition to general advice on basic numeracy, the guide points out common errors and explains the recognized techniques for solving financial problems, analysing information of any kind, and effective decision making. Over one hundred charts, graphs, tables, and feature boxes highlight key points. Also included is an A-Z dictionary of terms covering everything from amortization to zero-sum game. Whatever your business, The Economist Numbers Guide will prove invaluable.

    Born on a farm in rural Michigan three weeks after the battle of Gettysburg, Ford hated everything about farming as soon as he could understand what it was about. So he turned his attention to the farm machinery that made the family farm run, and never looked back. It was his love of machines, then engines, and finally automobiles that Henry Ford is best known for. He designed and manufactured cars which would transform not just his family's little farm, and not just the city of Detroit. The automobile would change the world; ushering in a whole new way of living one's life. A modern life, to be sure. Beneath this diligent tycoon, lay a man of many contradictions. He worked hard to give the average American an affordable car and believed that mass consumerism was the key to keeping the world safe from war. Yet he opposed labor unions, supposedly sired a son with another woman, and was an enthusiastic anti-Semite. Inside you will read about... ✓ Henry Ford's Early Years ✓ Ford's Love for Engines ✓ The Ford Motor Company and the Model T ✓ Disdain of Labor Unions ✓ The Anti-Semite Problem ✓ Later Years and Death And much more! Follow along as you come to know Henry Ford, the man responsible for putting America and the world behind the wheels of their own cars. Was this man a genius or a dominator? Did he want those around him to live free lives with the things he invented or was he only satisfied when people read his newspaper and obeyed his advice? Read on, and form your own conclusion.

    Stress and mental ill health currently costs the United States economy $300 billion a year. Modern businesses continue to place huge emphasis on technical training, yet a lot of what determines the success or failure of organisations has nothing to do with the sort of hard skills taught at business school; instead, it comes down to the degree of emotional intelligence circulating in the workplace.This is a book that introduces us to twenty core emotional skills that can help businesses to flourish. They range from giving honest feedback, to accepting that it's OK to fail, to addressing jealousies and insecurities within teams. We learn about how our childhoods continue to have an often unhelpful impact on how we deal with colleagues, and the best ways we might speak so that others will listen.The book is informed by the practical work that the Learning and Development division of The School of Life carries out, endeavoring to change the culture within organisations around the world through teaching teams the art of emotional intelligence.

    Although dashboards are potentially powerful, this potential is rarely realized. The greatest display technology in the world won't solve this if you fail to use effective visual design. And if a dashboard fails to tell you precisely what you need to know in an instant, you'll never use it, even if it's filled with cute gauges, meters, and traffic lights. Don't let your investment in dashboard technology go to waste.This book will teach you the visual design skills you need to create dashboards that communicate clearly, rapidly, and compellingly. Information Dashboard Design will explain how to:Avoid the thirteen mistakes common to dashboard design Provide viewers with the information they need quickly and clearly Apply what we now know about visual perception to the visual presentation of information Minimize distractions, cliches, and unnecessary embellishments that create confusion Organize business information to support meaning and usability Create an aesthetically pleasing viewing experience Maintain consistency of design to provide accurate interpretation Optimize the power of dashboard technology by pairing it with visual effectiveness Stephen Few has over 20 years of experience as an IT innovator, consultant, and educator. As Principal of the consultancy Perceptual Edge, Stephen focuses on data visualization for analyzing and communicating quantitative business information. He provides consulting and training services, speaks frequently at conferences, and teaches in the MBA program at the University of California in Berkeley. He is also the author of Show Me the Numbers: Designing Tables and Graphs to Enlighten. Visit his website at www.perceptualedge.com.

    It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    This book focuses on three qualities: relevance, balance and clarity.

    But American engineer FREDERICK WINSLOW TAYLOR (1856-1915) broke new ground with this 1919 essay, in which he applied the rigors of scientific observation to such labor as shoveling and bricklayer in order to streamline their work... and bring a sense of logic and practicality to the management of that work. This highly influential book, must-reading for anyone seeking to understand modern management practices, puts lie to such misconceptions that making industrial processes more efficient increases unemployment and that shorter workdays decrease productivity. And it laid the foundations for the discipline of management to be studied, taught, and applied with methodical precision.

    --Inc. The Art of Problem Solving Russ Ackoff--author, consultant, and teacher extraordinaire. During his long career, he has shown thousands of managers, architects, engineers, attorneys, advertising people, software developers, and scientists the way to more creative, artful problem solving. This new paper edition of The Art of Problem Solving is perhaps the best example of Ackoff in action. Step by step, this practical guide shows you how to develop an understanding of the art of creative thinking and the design of creative solutions. Using Ackoff's Fables--humorous yet eminently practical parables, based on real problems by real managers--you'll see why solving a problem seldom solves the problem, but why approaching it from a new, unorthodox angle often does. The result is vintage Ackoff--controversial, funny, and always on target. If you like to dig beyond simple solutions--to imaginative solutions that work--this book is for you.

    and industrialists of the lime were not afraid to think ahead and plan big. Among the entrepreneurs who led this Industrial resurgence, four were particularly outstanding, G.D. Birla, Walchand Hirachand, Kasturbhai Lalbhai and, J.R.D. Tata. Gita Piramal, author of the acclaimed Business Maharajas, sensitively recreates the Lives and Times of these four titans of industry. She draws upon hitherto untapped sources of information to Sketch her profiles, making htis perhaps the closest Look at these legends this fair. Thought provoking and incisive. Business Legends is a compelling Account of ambition and achievement.