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| apple stock splitting history: Analyzing Financial Data and Implementing Financial Models Using R Clifford S. Ang, 2021-06-23 This advanced undergraduate/graduate textbook teaches students in finance and economics how to use R to analyse financial data and implement financial models. It demonstrates how to take publically available data and manipulate, implement models and generate outputs typical for particular analyses. A wide spectrum of timely and practical issues in financial modelling are covered including return and risk measurement, portfolio management, option pricing and fixed income analysis. This new edition updates and expands upon the existing material providing updated examples and new chapters on equities, simulation and trading strategies, including machine learnings techniques. Select data sets are available online. |
| apple stock splitting history: Unlocking Financial Data Justin Pauley, 2017-10-06 Investors recognize that technology is a powerful tool for obtaining and interpreting financial data that could give them the one thing everyone on Wall Street wants: an edge. Yet, many don’t realize that you don’t need to be a programmer to access behind-the-scenes financial information from Bloomberg, IHS Markit, or other systems found at most banks and investment firms. This practical guide teaches analysts a useful subset of Excel skills that will enable them to access and interpret financial information—without any prior programming experience. This book will show analysts, step-by-step, how to quickly produce professional reports that combine their views with Bloomberg or Markit data including historical financials, comparative analysis, and relative value. For portfolio managers, this book demonstrates how to create professional summary reports that contain a high-level view of a portfolio’s performance, growth, risk-adjusted return, and composition. If you are a programmer, this book also contains a parallel path that covers the same topics using C#. Topics include: Access additional data that isn’t visible on Bloomberg screens Create tables containing corporate data that makes it possible to compare multiple companies, bonds, or loans side-by- side Build one-page analytic (“Tear Sheet”) reports for individual companies that incorporates important financials, custom notes, relative value comparison of the company to its peers, and price trends with research analyst targets Build two-page portfolio summary report that contains a high-level view of the portfolio’s performance, growth, risk-adjusted return, and composition Explore daily prices and facility information for most of the tradable corporate bond and loan market Determine the relationship between two securities (or index) using correlation and regression Compare each security’s performance to a cohort made of up of securities with similar risk and return characteristics Measure portfolio risk-adjusted return by calculating variance, standard deviation, and Sharpe ratio Use Markit data to identify meaningful trends in prices, new issue spreads, and refinancings |
| apple stock splitting history: Deception in Honolulu Eddie R Hughes, 2015-12-06 Book 2 of The Bryant Family Chronicles begins with a daring car chase through the streets of Sarasota. When it ends, people are dead. But why did this chase start in the first place? The Sarasota Sheriff Department starts its investigation. While this is underway, the Bryant Family head to Hawaii to help their long-time friend on a mysterious string of murders in Honolulu. The friend that requested their help is the Honolulu Police Chief. The Bryant's use their unique skill sets and hi-tech gear to search for clues. Eventually they discover an artifact from 1884 has a connection with several of the victims. A powerful Chinese triad also has interest in the artifact for dubious reasons. The Bryant family soon gets the triad's radar and chaos soon erupts. During all of this, the Bryant girls are working closely with some handsome male team members and romance stirs. But will they get to explore these new relationships or will the friction with the triad end any chance of happiness...or their lives? This fictional story is based true current events and on historical events. Great effort was taken in researching and listing the facts around the Hawaiian Royal family in the 1880's and 90's. The science mentioned in the book is state-of-the-art, and is developed in part by the author's own technology company. |
| apple stock splitting history: Apple Confidential 2.0 Owen W. Linzmayer, 2004 Chronicles the best and the worst of Apple Computer's remarkable story. |
| apple stock splitting history: Introduction to Corporate Finance Laurence Booth, W. Sean Cleary, Ian Rakita, 2020-02-18 The fifth edition of Introduction to Corporate Finance is a student friendly and engaging course that provides the most thorough, accessible, accurate, and current coverage of the theory and application of corporate finance within a uniquely Canadian context. Introduction to Corporate Finance will provide students with the skills they need to succeed not only in the course, but in their future careers. |
| apple stock splitting history: Essentials of Financial Management Jason Laws, 2019-01-07 Essentials of Financial Management is a paperback edition of an Open Access e-textbook suitable for students with limited knowledge of finance and financial markets. It answers the main questions of a corporate entity, such as how businesses finance their activities, how they select projects to invest in, the distribution of net cash flow and, of increasing importance, how businesses manage price risk relating to cost of goods sold or a decline in revenue. In providing invaluable guidance to finance, management and business students, Essentials of Financial Management employs two main philosophies: that finance is a real-life subject and that finance is a numerical subject, which is why this brilliant e-textbook contains real world examples as well as numerous Excel spreadsheet solutions for students to download and use. |
| apple stock splitting history: Predatory Value Extraction William Lazonick, Jang-Sup Shin, 2020 This book explains how an ideology of corporate resource allocation known as 'maximizing shareholder value' (MSV) that emerged in the 1980s undermined the social foundations of sustainable prosperity in the United States, resulting in rising inequality and slow productivity growth, and sets out an agenda for restoring sustainable prosperity. |
| apple stock splitting history: Hands-On Data Analysis in R for Finance Jean-Francois Collard, 2022-11-16 The subject of this textbook is to act as an introduction to data science / data analysis applied to finance, using R and its most recent and freely available extension libraries. The targeted academic level is undergrad students with a major in data science and/or finance and graduate students, and of course practitioners or professionals who need a desk reference. Assumes no prior knowledge of R The content has been tested in actual university classes Makes the reader proficient in advanced methods such as machine learning, time series analysis, principal component analysis and more Gives comprehensive and detailed explanations on how to use the most recent and free resources, such as financial and statistics libraries or open database on the internet |
| apple stock splitting history: Stock Market Crashes: Predictable And Unpredictable And What To Do About Them William T Ziemba, Mikhail Zhitlukhin, Sebastien Lleo, 2017-08-30 'Overall, the book provides an interesting and useful synthesis of the authors’ research on the predictions of stock market crashes. The book can be recommended to anyone interested in the Bond Stock Earnings Yield Differential model, and similar methods to predict crashes.'Quantitative FinanceThis book presents studies of stock market crashes big and small that occur from bubbles bursting or other reasons. By a bubble we mean that prices are rising just because they are rising and that prices exceed fundamental values. A bubble can be a large rise in prices followed by a steep fall. The focus is on determining if a bubble actually exists, on models to predict stock market declines in bubble-like markets and exit strategies from these bubble-like markets. We list historical great bubbles of various markets over hundreds of years.We present four models that have been successful in predicting large stock market declines of ten percent plus that average about minus twenty-five percent. The bond stock earnings yield difference model was based on the 1987 US crash where the S&P 500 futures fell 29% in one day. The model is based on earnings yields relative to interest rates. When interest rates become too high relative to earnings, there almost always is a decline in four to twelve months. The initial out of sample test was on the Japanese stock market from 1948-88. There all twelve danger signals produced correct decline signals. But there were eight other ten percent plus declines that occurred for other reasons. Then the model called the 1990 Japan huge -56% decline. We show various later applications of the model to US stock declines such as in 2000 and 2007 and to the Chinese stock market. We also compare the model with high price earnings decline predictions over a sixty year period in the US. We show that over twenty year periods that have high returns they all start with low price earnings ratios and end with high ratios. High price earnings models have predictive value and the BSEYD models predict even better. Other large decline prediction models are call option prices exceeding put prices, Warren Buffett's value of the stock market to the value of the economy adjusted using BSEYD ideas and the value of Sotheby's stock. Investors expect more declines than actually occur. We present research on the positive effects of FOMC meetings and small cap dominance with Democratic Presidents. Marty Zweig was a wall street legend while he was alive. We discuss his methods for stock market predictability using momentum and FED actions. These helped him become the leading analyst and we show that his ideas still give useful predictions in 2016-2017. We study small declines in the five to fifteen percent range that are either not expected or are expected but when is not clear. For these we present methods to deal with these situations.The last four January-February 2016, Brexit, Trump and French elections are analzyed using simple volatility-S&P 500 graphs. Another very important issue is can you exit bubble-like markets at favorable prices. We use a stopping rule model that gives very good exit results. This is applied successfully to Apple computer stock in 2012, the Nasdaq 100 in 2000, the Japanese stock and golf course membership prices, the US stock market in 1929 and 1987 and other markets. We also show how to incorporate predictive models into stochastic investment models. |
| apple stock splitting history: Household Financial Management Sumit Agarwal, Yeow Hwee Chua, 2023-10-18 This book is dedicated to showcasing the importance of household financial management through the lens of academic research, with the goal of enhancing the financial well-being of individuals.Through an exploration of households' financial choices over their lifecycle, the book aims to provide a comprehensive understanding of households' financial decision-making processes, grounded in economic models, policies, and data.This holistic perspective encompasses an awareness of the functioning of different market types and an appreciation of various cognitive and behavioral biases. As a result, readers would be better positioned to make informed financial choices.By further integrating theories and empirical evidence from economics and finance, the book provides readers with insights into actions they can take to circumvent common financial pitfalls and offers solutions for effectively addressing them.Supplementary Material Resources:Resources are available to students who adopt this textbook for their courses. These include: (1) PowerPoint deck. Please contact sales@wspc.com. |
| apple stock splitting history: Financial Accounting Paul D. Kimmel, Jerry J. Weygandt, Jill E. Mitchell, Barbara Trenholm, Wayne Irvine, Christopher D. Burnley, 2023-05-15 Provide future business professionals with a practical introduction to financial accounting. With its unique focus on building students' decision-making skills and emphasis on financial statements, Financial Accounting, 9th Canadian Edition meaningfully integrates data analytics and the importance of using accounting information in real-world decision-making. Adaptive practice opportunities and engaging real-world industry examples strengthen student understanding of accounting concepts and illustrate how these are relevant to their everyday lives and future careers in business and accounting. An increased emphasis on Indigenous perspectives and environmental, social, and governance (ESG) issues serves as a first step in urging students to acknowledge their role as individuals, students, and aspiring professionals in addressing societal inequities. |
| apple stock splitting history: The Daily Stoic Ryan Holiday, Stephen Hanselman, 2016-10-18 From the team that brought you The Obstacle Is the Way and Ego Is the Enemy, a daily devotional of Stoic meditations—an instant Wall Street Journal and USA Today Bestseller. Why have history's greatest minds—from George Washington to Frederick the Great to Ralph Waldo Emerson, along with today's top performers from Super Bowl-winning football coaches to CEOs and celebrities—embraced the wisdom of the ancient Stoics? Because they realize that the most valuable wisdom is timeless and that philosophy is for living a better life, not a classroom exercise. The Daily Stoic offers 366 days of Stoic insights and exercises, featuring all-new translations from the Emperor Marcus Aurelius, the playwright Seneca, or slave-turned-philosopher Epictetus, as well as lesser-known luminaries like Zeno, Cleanthes, and Musonius Rufus. Every day of the year you'll find one of their pithy, powerful quotations, as well as historical anecdotes, provocative commentary, and a helpful glossary of Greek terms. By following these teachings over the course of a year (and, indeed, for years to come) you'll find the serenity, self-knowledge, and resilience you need to live well. |
| apple stock splitting history: Quality Shareholders Lawrence A. Cunningham, 2020-11-03 Anyone can buy stock in a public company, but not all shareholders are equally committed to a company’s long-term success. In an increasingly fragmented financial world, shareholders’ attitudes toward the companies in which they invest vary widely, from time horizon to conviction. Faced with indexers, short-term traders, and activists, it is more important than ever for businesses to ensure that their shareholders are dedicated to their missions. Today’s companies need “quality shareholders,” as Warren Buffett called those who “load up and stick around,” or buy large stakes and hold for long periods. Lawrence A. Cunningham offers an expert guide to the benefits of attracting and keeping quality shareholders. He demonstrates that a high density of dedicated long-term shareholders results in numerous comparative and competitive advantages for companies and their managers, including a longer runway to execute business strategy and a loyal cohort against adversity. Cunningham explores dozens of corporate practices and policies—such as rational capital allocation, long-term performance metrics, and a shareholder orientation—that can help shape the shareholder base and bring in committed owners. Focusing on the benefits for corporations and their investors, he reveals what draws quality shareholders to certain companies and what it means to have them in an investor base. This book is vital reading for investors, executives, and directors seeking to understand and attract the kind of shareholders that their companies need. |
| apple stock splitting history: History of the Colony of New Haven, Before and After the Union with Connecticut Edward Rodolphus Lambert, 1838 |
| apple stock splitting history: Modern Value Investing Sven Carlin, 2018-04-24 My personal goal is to help people reach their financial goals. One way of doing that is through investing education. The book is my attempt to help with the development of a strong investing mindset and skillset to help you make better investment decisions. There is a gap in the value investing world. Benjamin Graham published The Intelligent Investor in 1949 with several subsequent editions up to 1972, while Seth Klarman published Margin of Safety in 1991. With more than 50 years since Graham published his masterpiece and almost 30 since Klarman's, there was the need for a contemporary book to account for all the changes in the financial environment we live in.Modern Value Investing book does exactly that, in 4 parts.Part 1 discusses the most important psychological traits a successful investor should have. Part 2 describes 25 tools that help with investment analysis.Part 3 applies those tools on an example. Part 4 is food for investing thought as it discusses modern approaches to investing. Approaches range from an all-weather portfolio strategy to hyperbolic discounting and others you can take advantage of when the time is right. |
| apple stock splitting history: How Not to Lose $1 Million John Addis, 2024-09-10 The learning is in the failing.Successful investors don't concentrate on picking big winners; instead, they work on minimising risk and avoiding losses. Having lost over $1 million through his own investing errors, John Addis invites readers to learn from his losses. Errors include falling in love with a stock or a charismatic CEO, selling too soon as a stock continues to soar, misunderstanding the business model and not responding to obvious red flags.Whether you're new to the sharemarket, looking to learn from a master, or an active investor seeking to better understand stockpicking behaviour, this book will not disappoint. |
| apple stock splitting history: Shock Markets Robert I. Webb, Alexander R. Webb, 2013-03-26 Don't fear crises: use them as opportunities to make money! Shock Markets shows traders and investors exactly how to do it -- with exceptional detail, not vague handwaving. Robert Webb and Alexander Webb offer meticulous breakdowns of recent crises, revealing how they impacted both individual stocks and the market as a whole -- and helping you create detailed game plans for profiting from future shocks. By fusing real-life trading examples with rigorous moment-by-moment analysis of price changes, they give you tools to survive and thrive in even the most volatile markets. This accessible, actionable book answers crucial questions like: What moves stock prices? What moves the overall market? How can you profit from understanding catalysts that precipitate sudden sharp changes in stock prices? From the actions of corporate executives to regulatory decisions, earnings announcements to merger deals, lawsuits to settlements, macroeconomic reports to the policy actions of foreign governments, seemingly remote factors can have a huge, sudden impact on stocks in today's interconnected markets. Shock Markets illuminates these catalysts, and demonstrates their shifting behavior during fads, fashions, bubbles, crashes, and market crises. The focus is completely practical: helping savvy traders uncover profit where others find only peril. |
| apple stock splitting history: West of Eden Frank Rose, 1990 Award-winning journalist Frank Rose provides a riveting, behind-the-scenes account of a business and a technology in tormoil. The fall of Steve Jobs, the visionary entrepreneur who founded Apple Computer, is also the story of a freewheeling California youth culture on a collision course with corporate America. |
| apple stock splitting history: Collaboration Morten T. Hansen, 2009 Deciding when to collaborate - and when not to - is the first critical step in disciplined collaboration. To master collaboration is to know when not to do it. ... Highlights common collaboration traps that managers must avoid. ... Also identifies four major barriers to successful collaboration - the not-invented-here syndrome, hoarding, search problems, and transfer issues - and show leaders how to spot them. - cover. |
| apple stock splitting history: EBOOK: Behavioral Corporate Finance, 2/e SHEFRIN, 2018-05-18 EBOOK: Behavioral Corporate Finance, 2/e |
| apple stock splitting history: Origin and Early History of Peanut Butter (1884-2015) William Shurtleff; Akiko Aoyagi, 2015-03-11 The world's most comprehensive, well documented, and well illustrated book on this subject. With extensive index, 150 color photographs and illustrations. Free of charge in digital PDF format on Google Books. |
| apple stock splitting history: An Inside Look at Trading in Today's Markets (Collection) Mike Bellafiore, Robert I. Webb, Alexander R. Webb, 2013-07-15 A brand new collection of knowledge about today’s radically new market dynamics… 2 indispensable traders’ guides, now in a convenient e-format, at a great price! 2 indispensable books deliver profound insights into today’s markets — and translate deep knowledge into outsized profits! Today’s markets are radically different — and you can’t profit unless you understand how they’ve changed. Now, two breakthrough books give you powerful market insights you won’t find anywhere else — insights honed to reflect new realities, and deliver massive new profits. First, in The Playbook, Mike Bellafiore offers a complete course in becoming a truly great trader, whether you want to trade on your own or for someone else’s firm. Using the same high-intensity “boot camp” approach he uses to teach his own firm’s new traders, Bellafiore walks through actual trades, explains what the traders were trying to do, and offering brutally tough expert critiques. Trade by trade, he reveals how professional traders must think in order to succeed “under fire,” how they assess their own performance, and how they work relentlessly to improve. Using concrete, actionable setups drawn from his extensive experience, he illuminates support plays, bull-and-bear flags, opening drives, important intraday levels, bounce and fade trades, pullbacks, scalps, technical opportunities, consolidation, relative strength, market trades, and more. He also presents indispensable insights on psychology and trader development, based on his work with hundreds of traders on a major commodity exchange and an elite prop firm’s trading desk. Then, in Shock Markets, Robert I. Webb and Alexander Webb show you exactly how to transform crises into profits. They offer meticulous breakdowns of recent crises, revealing how these events impacted both individual stocks and overall markets, and helping you create detailed game plans for profiting from future shocks. They answer crucial questions like: What moves stock prices? What moves the overall market? How can you profit from catalysts that precipitate sudden sharp stock price movements? From regulatory decisions to macroeconomic reports, seemingly remote factors can have a huge, sudden impact on stocks. Shock Markets illuminates these catalysts, and demonstrates their shifting behavior during fads, fashions, bubbles, crashes, and market crises. The focus is completely practical: helping savvy traders uncover profit where others find only peril. From expert traders and trading instructors Mike Bellafiore, Robert I. Webb, and Alexander R. Webb |
| apple stock splitting history: A Little History of the World E. H. Gombrich, 2014-10-01 E. H. Gombrich's Little History of the World, though written in 1935, has become one of the treasures of historical writing since its first publication in English in 2005. The Yale edition alone has now sold over half a million copies, and the book is available worldwide in almost thirty languages. Gombrich was of course the best-known art historian of his time, and his text suggests illustrations on every page. This illustrated edition of the Little History brings together the pellucid humanity of his narrative with the images that may well have been in his mind's eye as he wrote the book. The two hundred illustrations—most of them in full color—are not simple embellishments, though they are beautiful. They emerge from the text, enrich the author's intention, and deepen the pleasure of reading this remarkable work. For this edition the text is reset in a spacious format, flowing around illustrations that range from paintings to line drawings, emblems, motifs, and symbols. The book incorporates freshly drawn maps, a revised preface, and a new index. Blending high-grade design, fine paper, and classic binding, this is both a sumptuous gift book and an enhanced edition of a timeless account of human history. |
| apple stock splitting history: Showstopper! G. Pascal Zachary, 2014-04-01 This “inside account captures the energy—and the madness—of the software giant’s race to develop a critical new program. . . . Gripping” (Fortune Magazine). Showstopper is the dramatic, inside story of the creation of Windows NT, told by Wall Street Journal reporter G. Pascal Zachary. Driven by the legendary David Cutler, a picked band of software engineers sacrifices almost everything in their lives to build a new, stable, operating system aimed at giving Microsoft a platform for growth through the next decade of development in the computing business. Comparable in many ways to the Pulitzer Prize–winning book The Soul of a New Machine by Tracy Kidder, Showstopper gets deep inside the process of software development, the lives and motivations of coders and the pressure to succeed coupled with the drive for originality and perfection that can pull a diverse team together to create a program consisting of many hundreds of thousands of lines of code. |
| apple stock splitting history: Wild Apples Henry David Thoreau, 1992 A meditation on apples begins with a short history of the apple tree, tracing its path from ancient Greece to America. Thoreau saw the apple as a perfect mirror of man and eloquently lamented where they both were heading. |
| apple stock splitting history: How to F*ck Up Your Startup Kim Hvidkjaer, 2022-02-15 WALL STREET JOURNAL BESTSELLER Every business owner dreams of success, but the majority of businesses are doomed to fail. This book offers a journey through the pitfalls that cause 90% of companies to crash—and the crucial remedies entrepreneurs can use to avoid (or fix) them. Kim Hvidkjær was 29 years old when he became a millionaire. Two years later, after a cluster of disasters, he found himself basically broke. Now, having rebuilt his fortune as the founder of several successful enterprises and studied thousands of failed startups, Hvidkjær has become an expert in failure: what it means, what it looks like, and the strategies that business owners can use to prevent it. In How to F*ck Up Your Startup, he takes us on an entertaining and enlightening journey through the complex patterns of failure in the life cycle of a business, covering: Attitude mistakes Business model missteps Market research snafus Funding and financial blunders Product development errors Organization oversights Sales slip-ups Growing pains Most important, he tackles what to do when your business has gone wrong. Hvidkjær fleshes out a tangible, usable blueprint for entrepreneurs looking to learn (the easy way) from the mistakes of businesses gone before. Chock-full of easy-to-follow business lessons that will keep you from f*cking up your startup, this down-to-earth guide offers crucial, actionable advice for seasoned business owners and startup founders alike. A masterclass in failure, How to F*ck Up Your Startup is required reading for reaching success. |
| apple stock splitting history: Mobile Persuasion Design Aaron Marcus, 2015-11-03 Mobile Persuasion Design presents ten conceptual design projects (or ‘Machines’) for new mobile application's (smartphone or tablet with Web portals) that combine theories of persuasion and information design to change people’s behaviour. Areas such as the environment, health, learning and happiness are explored, looking at ways of marrying people’s wants and needs to make simple, usable and desirable mobile applications. A user-centred design approach has been used, adopting user experience (UX) methods, in-depth case studies and market analysis to see what a modern user needs from their mobile application. By applying concepts like persuasion theory and information architecture, try to find ways to satisfy these needs and positively change their user habits. In 2011, the Green, Health, and Money Machines won design awards in an international competition hosted by the International Institute for Information Design, Vienna. |
| apple stock splitting history: Artificial Intelligence Utku Kose, M. Umut Demirezen, 2024-11-29 This book provides an examination of cutting-edge research and developments in the field of artificial intelligence. It seeks to extend the view in both technical and societal evaluations to ensure a well-defined balance for societal outcomes. It explores hot topics such as generative artificial intelligence, artificial intelligence in law, education, and climate change. Artificial Intelligence: Technical and Societal Advancements seeks to bridge the gap between theory and practical applications of AI by giving readers insight into recent advancements. It offers readers a deep dive into the transformative power of AI for the present and future world. As artificial intelligence continues to revolutionize various sectors, the book discusses applications from healthcare to finance and from entertainment to industrial areas. It discusses the technical aspects of intelligent systems and the effects of these aspects on humans. To this point, this book considers technical advancements while discussing the societal pros and cons in terms of human-machine interaction in critical applications. The authors also stress the importance of deriving policies and predictions about how to make future intelligent systems compatible with humans through a necessary level of human management. Finally, this book provides the opinions and views of researchers and experts (from public/private sector) including educators, lawyers, policymakers, managers, and business-related representatives. The target readers of this book include academicians; researchers; experts; policymakers; educators; and B.S., M.S., and Ph.D. students in the context of target problem fields. It can be used accordingly as a reference source and even supportive material for artificial intelligence-oriented courses. |
| apple stock splitting history: Machine Learning for Algorithmic Trading Stefan Jansen, 2020-07-31 Leverage machine learning to design and back-test automated trading strategies for real-world markets using pandas, TA-Lib, scikit-learn, LightGBM, SpaCy, Gensim, TensorFlow 2, Zipline, backtrader, Alphalens, and pyfolio. Purchase of the print or Kindle book includes a free eBook in the PDF format. Key FeaturesDesign, train, and evaluate machine learning algorithms that underpin automated trading strategiesCreate a research and strategy development process to apply predictive modeling to trading decisionsLeverage NLP and deep learning to extract tradeable signals from market and alternative dataBook Description The explosive growth of digital data has boosted the demand for expertise in trading strategies that use machine learning (ML). This revised and expanded second edition enables you to build and evaluate sophisticated supervised, unsupervised, and reinforcement learning models. This book introduces end-to-end machine learning for the trading workflow, from the idea and feature engineering to model optimization, strategy design, and backtesting. It illustrates this by using examples ranging from linear models and tree-based ensembles to deep-learning techniques from cutting edge research. This edition shows how to work with market, fundamental, and alternative data, such as tick data, minute and daily bars, SEC filings, earnings call transcripts, financial news, or satellite images to generate tradeable signals. It illustrates how to engineer financial features or alpha factors that enable an ML model to predict returns from price data for US and international stocks and ETFs. It also shows how to assess the signal content of new features using Alphalens and SHAP values and includes a new appendix with over one hundred alpha factor examples. By the end, you will be proficient in translating ML model predictions into a trading strategy that operates at daily or intraday horizons, and in evaluating its performance. What you will learnLeverage market, fundamental, and alternative text and image dataResearch and evaluate alpha factors using statistics, Alphalens, and SHAP valuesImplement machine learning techniques to solve investment and trading problemsBacktest and evaluate trading strategies based on machine learning using Zipline and BacktraderOptimize portfolio risk and performance analysis using pandas, NumPy, and pyfolioCreate a pairs trading strategy based on cointegration for US equities and ETFsTrain a gradient boosting model to predict intraday returns using AlgoSeek's high-quality trades and quotes dataWho this book is for If you are a data analyst, data scientist, Python developer, investment analyst, or portfolio manager interested in getting hands-on machine learning knowledge for trading, this book is for you. This book is for you if you want to learn how to extract value from a diverse set of data sources using machine learning to design your own systematic trading strategies. Some understanding of Python and machine learning techniques is required. |
| apple stock splitting history: Musings on Markets: Articles from 2008-2014 Martin Kilarski, 2024-08-31 In the ever-evolving world of finance, clarity and insight are precious commodities. Enter Professor Aswath Damodaran, the mind behind the influential blog Musings on Markets. This unassuming corner of the internet, launched in 2008, serves as a platform for his insightful commentary on current financial events, valuation methodologies, and emerging trends. Damodaran's ability to break down complex financial concepts into digestible terms has made him a beloved figure among investors and students. Professor Damodaran, or Aswath as he's affectionately known to his readers, isn't your typical Wall Street guru. His writing is refreshingly devoid of jargon, laced with wit, and grounded in a passion for demystifying complex financial concepts. Think of Musings on Markets as your friendly neighborhood professor, patiently explaining the intricate workings of financial markets through clear explanations, insightful analyses, and a healthy dose of real-world examples. Aswath Damodaran is a distinguished professor of finance at the Stern School of Business, New York University. Renowned for his groundbreaking work in corporate finance and valuation, Damodaran has been instrumental in shaping the field's methodologies and applications. Born in India, Damodaran pursued his academic journey in the United States, earning his Ph.D. in finance from the University of Michigan. His early career was marked by a deep dive into the intricacies of capital markets and corporate valuation, a fascination that has remained a constant throughout his illustrious career. Damodaran's academic prowess is evident in his extensive publications. He is the author of several highly acclaimed textbooks, including Investment Valuation, Corporate Finance: Theory and Practice, and Applied Corporate Finance: A User's Guide. These books are considered essential reading for students, practitioners, and academics alike, providing invaluable insights into the theory and practice of finance. His contributions to the field of finance have not gone unnoticed. Damodaran has been recognized with numerous awards and honors, including the Graham and Dodd Award from the Financial Analysts Journal and the Distinguished Scholar Award from the Academy of Financial Management. Aswath Damodaran's legacy extends far beyond his academic achievements. His dedication to teaching, research, and public outreach has inspired countless individuals to pursue careers in finance and has significantly advanced the field of corporate valuation. |
| apple stock splitting history: Exchange-traded Funds and the New Dynamics of Investing Ananth N. Madhavan, 2016 An examination of the transformation of asset management through the rise of passive or index investing-- |
| apple stock splitting history: Simulation and Inference for Stochastic Processes with YUIMA Stefano M. Iacus, Nakahiro Yoshida, 2018-06-01 The YUIMA package is the first comprehensive R framework based on S4 classes and methods which allows for the simulation of stochastic differential equations driven by Wiener process, Lévy processes or fractional Brownian motion, as well as CARMA, COGARCH, and Point processes. The package performs various central statistical analyses such as quasi maximum likelihood estimation, adaptive Bayes estimation, structural change point analysis, hypotheses testing, asynchronous covariance estimation, lead-lag estimation, LASSO model selection, and so on. YUIMA also supports stochastic numerical analysis by fast computation of the expected value of functionals of stochastic processes through automatic asymptotic expansion by means of the Malliavin calculus. All models can be multidimensional, multiparametric or non parametric.The book explains briefly the underlying theory for simulation and inference of several classes of stochastic processes and then presents both simulation experiments and applications to real data. Although these processes have been originally proposed in physics and more recently in finance, they are becoming popular also in biology due to the fact the time course experimental data are now available. The YUIMA package, available on CRAN, can be freely downloaded and this companion book will make the user able to start his or her analysis from the first page. |
| apple stock splitting history: The Little Book of Venture Capital Investing Louis C. Gerken, 2014-01-13 A little book full of enormous value for novices and seasoned venture capitalists alike After having been thrown for a loop by the bursting of the tech bubble more than a decade ago, the venture capital industry suddenly has come roaring back to life over the past two years. In 2011 alone, more than $7.5 billion in venture capital was invested—representing more than a 19% increase over the previous year—in more than 966 companies. A majority of these companies reside in the life sciences, Internet, and alternative energy sectors. In today's weak job market, VC is more important than ever, since financing new tech, alternative energy, media, and other small to mid-sized companies is vital to creating new jobs. Written by Lou Gerken, a noted international authority on venture capital and alternative investments, this book tells you everything you need to know about the venture capital industry's important role in enhancing economic growth and employment. It is also the perfect go to primer on making venture capital investments to enhance portfolio returns. Highly accessible explanations of the ins and outs of venture capital for would-be investors and experienced VCs Highlights the historical VC track record, and offers expert advice and guidance on venture capital exposure, investment options, sourcing opportunities and due diligence Provides proven strategies for successful investment selection, timing, monitoring, and exiting for optimum returns Features endorsements from luminaries of the VC world, including Kleiner Perkins Caufield & Byers co-founder Frank Caulfield, and Dr. Art Laffer, among others |
| apple stock splitting history: Apple Inc. Jason D. O'Grady, 2008-12-30 Two guys named Steve, working in a garage, created a prototype computer designed to be different in a way no one thought possible: It would be easy to use. Those two Steves, one now a billionaire and still at the head of Apple, not only succeeded with that product, but they also broke ground in the business world in ways few thought possible: They proved you could not only have fun at work, but pursuing a capitalist dream could be hip. How did Apple do it? How did it go from making computers that made a difference but not much of a dent in the overall market to creating a device (the iPod) and a music service (iTunes) that has changed the way we buy and experience music? And how did the Macintosh and its successors capture the hearts and minds of computer users so deeply that being a Mac person makes you a member of a special club? That's what this book is all about. As author Jason D. O'Grady shows, Apple is a rare company—one that is not afraid to think about a future that does not exist and turn it into reality. Critics have written Apple off time and again, yet it rises from the ashes to astound the critics and delight its customers. That's not luck or happenstance—it's vision, dedication, and persistence. Besides delighting Apple aficionados, this book will inspire students eager to launch a business career or work in the technology sector. Apple has never been afraid to chart its own path, and readers will learn what makes the company tick. |
| apple stock splitting history: Stock Trading Software Guide Rod E. Packer, 1984 |
| apple stock splitting history: A Teen Guide to Buying Stocks Claire O'Neal, 2013-09 Despite spectacular stock market highs and lows, most Americans today hold stock, especially the educated and the very rich. Anybody with a little spare change, even young people, can invest in the stock market. Kids and teens may not have Warren Buffett's billions, but thanks to young age—and the power of compounding—investing even a little money early on can bring a huge payday later. Learn how to buy and sell stocks online, how to pick winning stocks, and how to decode stock charts like a pro, from EPS to P/E to funny ticker symbols like YUM! With a little research, strategy, and patience, even kids can become savvy investors. |
| apple stock splitting history: Investing in Cannabis Dan Ahrens, 2023-04-04 Learn how to get in on the ground floor of the booming cannabis industry with this comprehensive guide Investing in Cannabis: The Next Great Investment Opportunity examines the rapidly expanding world of cannabis investment. Written by a renowned expert in vice investing, Investing in Cannabis takes an in-depth look at all aspects of publicly traded stocks in the cannabis industry for medical or recreational use, including: CBD / hemp companies Cannabis oil extraction Cannabis cultivation / agriculture companies Biotech / pharmaceutical companies This book focuses on the status and history of cannabis legalization plus concrete examples that every day investors can use to make intelligent and informed investments in any sector of the modern, legal cannabis industry. With an emphasis on good lists and data, the author guides readers through the ins and outs of the booming cannabis industry and attempts to distinguish between future breakout success stories and future busts. Investing in Cannabis is perfect for any person or institutional investor seeking to diversify their portfolio to include investments in this up-and-coming industry. |
| apple stock splitting history: Online Investing For Dummies Matthew Krantz, 2019-08-07 Build a winning portfolio—and reduce your risk—with this bestselling guide Online investing has never been easier—or more potentially confusing. Now that every broker or finance site has its own app, data, or approach, it can be all too easy to be misled and make a bad decision. Online Investing for Dummies helps you reduce risk and separate the gimmicks from the gold, pointing investors of all experience levels to the pro-tips, calculators, databases, useful sites, and peer communities that will lead to success. Updated to include information on mobile trading and the influence of social media on the markets, the book also covers the basics—showing you how to figure out how much to invest, find data online, and pick an online broker. It then progresses through to more advanced topics, such as calculating returns, selecting mutual funds, buying bonds, options, commodities, and IPOs, taking you and your money wherever you want to go in the global market. Set expectations and assess your risk Analyze stocks and financial statements Assemble the suite of tools to calculate your performance Get tips on choosing the right online broker and on protecting your information online It’s time to get a pro strategy, and Online Investing for Dummies has all the inside information you need to build up that winning portfolio. |
| apple stock splitting history: TensorFlow Developer Certificate Guide Oluwole Fagbohun, 2023-09-29 Achieve TensorFlow certification with this comprehensive guide covering all exam topics using a hands-on, step-by-step approach—perfect for aspiring TensorFlow developers Key Features Build real-world computer vision, natural language, and time series applications Learn how to overcome issues such as overfitting with techniques such as data augmentation Master transfer learning—what it is and how to build applications with pre-trained models Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe TensorFlow Developer Certificate Guide is an indispensable resource for machine learning enthusiasts and data professionals seeking to master TensorFlow and validate their skills by earning the certification. This practical guide equips you with the skills and knowledge necessary to build robust deep learning models that effectively tackle real-world challenges across diverse industries. You’ll embark on a journey of skill acquisition through easy-to-follow, step-by-step explanations and practical examples, mastering the craft of building sophisticated models using TensorFlow 2.x and overcoming common hurdles such as overfitting and data augmentation. With this book, you’ll discover a wide range of practical applications, including computer vision, natural language processing, and time series prediction. To prepare you for the TensorFlow Developer Certificate exam, it offers comprehensive coverage of exam topics, including image classification, natural language processing (NLP), and time series analysis. With the TensorFlow certification, you’ll be primed to tackle a broad spectrum of business problems and advance your career in the exciting field of machine learning. Whether you are a novice or an experienced developer, this guide will propel you to achieve your aspirations and become a highly skilled TensorFlow professional. What you will learn Prepare for success in the TensorFlow Developer Certification exam Master regression and classification modelling with TensorFlow 2.x Build, train, evaluate, and fine-tune deep learning models Combat overfitting using techniques such as dropout and data augmentation Classify images, encompassing preprocessing and image data augmentation Apply TensorFlow for NLP tasks like text classification and generation Predict time series data, such as stock prices Explore real-world case studies and engage in hands-on exercises Who this book is forThis book is for machine learning and data science enthusiasts, as well as data professionals aiming to demonstrate their expertise in building deep learning applications with TensorFlow. Through a comprehensive hands-on approach, this book covers all the essential exam prerequisites to equip you with the skills needed to excel as a TensorFlow developer and advance your career in machine learning. A fundamental grasp of Python programming is the only prerequisite. |
| apple stock splitting history: The One Device Brian Merchant, 2017-06-22 The secret history of the invention that changed everything and became the most profitable product in the world. Odds are that as you read this, an iPhone is within reach. But before Steve Jobs introduced us to 'the one device', as he called it, a mobile phone was merely what you used to make calls on the go. How did the iPhone transform our world and turn Apple into the most valuable company ever? Veteran technology journalist Brian Merchant reveals the inside story you won't hear from Cupertino - based on his exclusive interviews with the engineers, inventors and developers who guided every stage of the iPhone's creation. This deep dive takes you from inside 1 Infinite Loop to nineteenth-century France to WWII America, from the driest place on earth to a Kenyan pit of toxic e-waste, and even deep inside Shenzhen's notorious 'suicide factories'. It's a first-hand look at how the cutting-edge tech that makes the world work - touch screens, motion trackers and even AI - made its way into our pockets. The One Device is a road map for design and engineering genius, an anthropology of the modern age and an unprecedented view into one of the most secretive companies in history. This is the untold account, ten years in the making, of the device that changed everything. |
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