Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    Eminent Canadian law professor and legal theorist Joel Bakan contends that today's corporation is a pathological institution, a dangerous possessor of the great power it wields over people and societies.In this revolutionary assessment of the history, character, and globalization of the modern business corporation, Bakan backs his premise with the following observations:-The corporation’s legally defined mandate is to pursue relentlessly and without exception its own economic self-interest, regardless of the harmful consequences it might cause to others. -The corporation’s unbridled self-interest victimizes individuals, society, and, when it goes awry, even shareholders and can cause corporations to self-destruct, as recent Wall Street scandals reveal. -Governments have freed the corporation, despite its flawed character, from legal constraints through deregulation and granted it ever greater authority over society through privatization.But Bakan believes change is possible and he outlines a far-reaching program of achievable reforms through legal regulation and democratic control.Featuring in-depth interviews with such wide-ranging figures as Nobel Prize winner Milton Friedman, business guru Peter Drucker, and cultural critic Noam Chomsky, The Corporation is an extraordinary work that will educate and enlighten students, CEOs, whistle-blowers, power brokers, pawns, pundits, and politicians alike.

    Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all—IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.Working scientists and data crunchers familiar with reading and writing Python code will find this comprehensive desk reference ideal for tackling day-to-day issues: manipulating, transforming, and cleaning data; visualizing different types of data; and using data to build statistical or machine learning models. Quite simply, this is the must-have reference for scientific computing in Python.With this handbook, you’ll learn how to use: * IPython and Jupyter: provide computational environments for data scientists using Python * NumPy: includes the ndarray for efficient storage and manipulation of dense data arrays in Python * Pandas: features the DataFrame for efficient storage and manipulation of labeled/columnar data in Python * Matplotlib: includes capabilities for a flexible range of data visualizations in Python * Scikit-Learn: for efficient and clean Python implementations of the most important and established machine learning algorithms

    Too often, that power is abused and the numbers bamboozle. This book shows how to see straight through them - and how to seize the power for yourself. Public spending, health risks, environmental disasters, who is rich, who is poor, Aids or war deaths, pensions, teenage offenders, the best and worst schools and hospitals, immigration - life comes in numbers. The trick to seeing through them is strikingly simple. It is to apply something everyone has - the lessons of their own experience. Using vivid and everyday images and ideas, this book shows how close to hand insight and understanding can be, and how we can all use what is familiar to make sense of what is baffling. It is also a revelation - of how little the principles are understood even by many who claim to know better. This book is written by the team who created and present the hugely popular BBC Radio 4 series, More or Less.

    This work contains components of the model, which include staffing models and strategy, staffing support systems (legal compliance, planning, job analysis and rewards), core staffing systems (recruitment, selection, employment), and staffing system and retention management.

    What type of font to use? How big? How should those letters, words, and paragraphs be aligned, spaced, ordered, shaped, and otherwise manipulated? In this groundbreaking new primer, leading design educator and historian Ellen Lupton provides clear and concise guidance for anyone learning or brushing up on their typographic skills. Thinking with Type is divided into three sections: letter, text, and grid. Each section begins with an easy-to-grasp essay that reviews historical, technological, and theoretical concepts, and is then followed by a set of practical exercises that bring the material covered to life. Sections conclude with examples of work by leading practitioners that demonstrate creative possibilities (along with some classic no-no's to avoid).

    once taught composition to students at Harvard, using his classic little book, The Elements of Style. With great daring, Ellis and Malkiel imagined their own Little Red Schoolhouse course in investing for every investor around the world-and then penned this book.The Elements of Investing hacks away at all the overtrading and over thinking so predominant in the hyperactive thought patterns of the average investor. Malkiel and Ellis offer investors a set of simple but powerful thoughts on how to challenge Mr. Market at his own game, and win by not losing. All the need-to-know rules and investment principles can be found here.Contains sound investment advice and simple principles of investing from two of the most respected individuals in the investment world Burton G. Malkiel is the bestselling author of A Random Walk Down Wall Street and Charles D. Ellis is the bestselling author of Winning the Loser's GameShows how to deal with an investor's own worst enemies: fear and greed A disciplined approach to investing, complemented by conviction, is all you need to succeed. This timely guide will help you develop these skills and make the most of your time in today's market.

    Seasoned researchers and educators Gregory G. Colomb and Joseph M. Williams present an updated third edition of their classic handbook, whose first and second editions were written in collaboration with the late Wayne C. Booth. The Craft of Research explains how to build an argument that motivates readers to accept a claim; how to anticipate the reservations of readers and to respond to them appropriately; and how to create introductions and conclusions that answer that most demanding question, “So what?” The third edition includes an expanded discussion of the essential early stages of a research task: planning and drafting a paper. The authors have revised and fully updated their section on electronic research, emphasizing the need to distinguish between trustworthy sources (such as those found in libraries) and less reliable sources found with a quick Web search. A chapter on warrants has also been thoroughly reviewed to make this difficult subject easier for researchers Throughout, the authors have preserved the amiable tone, the reliable voice, and the sense of directness that have made this book indispensable for anyone undertaking a research project.

    Heartened by the positive response to previous editions of Leadership: Theory and Practice, this Fourth Edition is written with the same objective to bridge the gap between the often simplistic popular approaches to leadership and the more abstract theoretical approaches.

    Not to worry: This book is the one place you can turn to find quick, non-intimidating, excellent design help. In The Non-Designer's Design Book, 2nd Edition, best-selling author Robin Williams turns her attention to the basic principles of good design and typography. All you have to do is follow her clearly explained concepts, and you'll begin producing more sophisticated, professional, and interesting pages immediately. Humor-infused, jargon-free prose interspersed with design exercises, quizzes, illustrations, and dozens of examples make learning a snap—which is just what audiences have come to expect from this best-selling author.

    government began standardizing and regulating financial reporting in 1929 when the stock market crash made it painfully clear that businesses often made absurd claims and that investors were either gullible, unable to verify information, or both. Now, financial reports are used by a company's management to measure profitability (or lack of it), optimize operations and guide the company, by banks and other lenders to gauge the company's financial health, and by institutional or individual investors interested in purchasing stock. Unless you're financially savvy, annual reports with all those figures, frustrating footnotes, and fine print are boring and intimidating. However, once you have a fundamental knowledge of finance and its basic terminology, you can find the juicy parts. Reading Financial Reports For Dummies by Lita Epstein, a teacher of online financial courses and author of Trading for Dummies, gets you up to speed so you can:Go past the prose that can maximize the positive and minimize the negative and get information in dollars and cents Get an overview from the big three--the balance sheet, income statement, and statement of cash flows Understand the lingo and read between the lines Calculate basics like PE, Dividend Payout Ratio, ROS, ROA, ROE, Operating Margin, and Net Margin It pays for investors to be somewhat skeptical instead of gullible. Pressured to please Wall Street, companies are sometimes tempted to use "creative" accounting. You'll discover how to:Detect red flags (that, unfortunately, aren't emphasized in red) such as lawsuits, changes in accounting methods, and obligations to retirees and future retirees Understand the different reporting requirements for public companies and private companies with various types of business structures Analyze a company's cash flow, a prime indicator of its financial health Scrutinize deals such as mergers, acquisitions, liquidations and other major changes in key assets Organized so you can start where you're comfortable and proceed at your own pace, Reading Financial Reports for Dummies helps managers prepare annual reports and use financial reporting to budget more efficiently and helps investors base their decisions on knowledge instead of hype. Whether you're in business or in the stock market, knowledge is always an asset.

    This text discusses and explains the traditional, functional approach to management, through planning, organising, leading and controlling.

    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)

    Morgan shows managers how to break free of management fads by understanding the strengths and weaknesses of management metaphors and applying them to organizational life.

    Graham's philosophy of "value investing" -- which shields investors from substantial error and teaches them to develop long-term strategies -- has made The Intelligent Investor the stock market bible ever since its original publication in 1949.Over the years, market developments have proven the wisdom of Graham's strategies. While preserving the integrity of Graham's original text, this revised edition includes updated commentary by noted financial journalist Jason Zweig, whose perspective incorporates the realities of today's market, draws parallels between Graham's examples and today's financial headlines, and gives readers a more thorough understanding of how to apply Graham's principles.Vital and indispensable, this HarperBusiness Essentials edition of The Intelligent Investor is the most important book you will ever read on how to reach your financial goals.