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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.
Trading for a Living Successful trading is based on three M's: Mind, Method, and Money. Trading for a Living helps you master all of those three areas: * How to become a cool, calm, and collected trader * How to profit from reading the behavior of the market crowd * How to use a computer to find good trades * How to develop a powerful trading system * How to find the trades with the best odds of success * How to find entry and exit points, set stops, and take profits Trading for a Living helps you discipline your Mind, shows you the Methods for trading the markets, and shows you how to manage Money in your trading accounts so that no string of losses can kick you out of the game. To help you profit even more from the ideas in Trading for a Living, look for the companion volume--Study Guide for Trading for a Living. It asks over 200 multiple-choice questions, with answers and 11 rating scales for sharpening your trading skills. For example: Question Markets rise when * there are more buyers than sellers * buyers are more aggressive than sellers * sellers are afraid and demand a premium * more shares or contracts are bought than sold * I and II * II and III * II and IV * III and IV Answer B. II and III. Every change in price reflects what happens in the battle between bulls and bears. Markets rise when bulls feel more strongly than bears. They rally when buyers are confident and sellers demand a premium for participating in the game that is going against them. There is a buyer and a seller behind every transaction. The number of stocks or futures bought and sold is equal by definition.
Uncover how you can become a successful Forex trader even as a complete beginner. Are you interested in discovering proven strategies to help you break into Forex trading and start turning a profit? Or are you looking for a step-by-step, beginner’s approach to trading, without all the technical terms and jargon? Then it’s time to try this book. Forex trading is a lucrative market which has turned many aspiring entrepreneurs into millionaires. But far from being out of reach to normal people, the truth is that anyone can learn to master Forex trading – you just need the right knowledge. Now, join expert Forex trader and self-made millionaire, Refiloe ‘Ref Wayne’ Nkele as he unveils the must-know strategies and trading tricks that the pros use every day. Dropping out of the 9th grade to pursue his dream of Forex trading, Refiloe uncovers the fundamental insights that every beginner trader needs to know. Containing a detailed breakdown of the Forex market, what to expect, and how to start generating income, this guidebook is an essential tool for anybody who wants to succeed with Forex. Here’s just a little of what you’ll discover inside: Why Developing ‘Financial Intelligence’ Is a Vital Life Skill How To Discover Your Purpose (and Why Financial Success Is About Much More Than Just Money) Breaking Down The Market – The Fundamentals of Forex That You Need To Know Practical Steps For Beginning Your Forex Trading Journey How To Learn To Accept Risks and Embrace Market Volatility The Pros and Cons of Different Trading Methods (and How To Pick The Right One For You) And Much More… Imbued with his personal story to success and the lessons he learned along the way, this book provides a profound look into the world of trading, along with the practical strategies that you can use to familiarize yourself with Forex trading. Even if you’re a complete beginner, inside you’ll find simple explanations and easy-to-follow advice, all designed to help you break into the market and start making money.
A common denominator among most new traders is that, within six months of launching their new pursuit, they are out of money and out of trading. High-Probability Trading softens the impact of this "trader's tuition," detailing a comprehensive program for weathering those perilous first months and becoming a profitable trader. This no-nonsense book takes a uniquely blunt look at the realities of trading. Filled with real-life examples and intended for use by both short- and long-term traders, it explores each aspect of successful trading.
This straightforward, accessible guide clearly explains what options are and how they work, their pros and cons, their relationship with stocks, and how to use them to gain leverage, generate extra income, and protect against adverse price movements.
Markets in Profile explores the confluence of three disparate philosophical frameworks: the Market Profile, behavioral finance, and neuroeconomics in order to present a unified theory of how markets work. The Market Profile is an ever-evolving, multidimensional graphic that gives visual form to the market's continuing auction process, revealing the myriad underlying dynamics that influence market activity. Behavioral finance posits that investors are driven more by emotional factors and the subjective interpretation of minutia than by "rationality" when making investment decisions. And neuroeconomics is the study of how investor psychology permeates and affects the financial markets. Mr. Dalton explicates the ways in which irrational human behavior influences the market's natural auction process, creating frequently predictable market structure, which results in opportunities for investors to ameliorate risk. The book will improve investors ability to interpret change in markets, enabling better, more confident investment decisions.
If I could introduce you to a far superior stress-free and relaxed approach to investing and trading that yields less risk and much more reward potential than the rapid paced and mentally draining high frequency trading intraday strategies would you want to do it? If you could make an unlimited amount of money and not have to be in front of your workstation while you are doing it would you be down for that? What you will learn in How to Trade using easy End of Day Signals will fast track your knowledge of what you need to know to get started learning. You can perhaps go from knowing 0 to trading and making real money in the live markets in as little as 30 days to a couple of months if you do what it says in this book and only look at daily charts to work from. The daily chart time frame is the easiest to learn as a beginner and may well take you less or more time depending on how fast you grasp the basic principles of this book and how fast you can employ them in a live market environment the sooner you “get it” the sooner you will begin making an unlimited income from trading. The better prepared you are, the more money you will make. Unfortunately brand new traders make it hard on themselves by having unrealistic expectations upon entering the business. They also do not know how short their learning curve could be if they just do it right from the start and have the right information to work with. You could be making real money in as little as 30 days if you just learn trading right. How to Trade using easy End of Day Signals details a lot of what the brand new traders need to know right away to be able to make real money right away. It is completely up to you to learn this business the right way, will you?
Learn a powerful trading strategy in just 15 minutes. Then use it to make money for the rest of your life. Ready to get started trading stocks, but don't know where to begin? Momentum stocks are a great place to start. Imagine what it would be like if you started each morning without stress, knowing exactly which stocks to trade. Knowing where to enter, where to take profits, and where to set your stop loss. In this book, you will learn: How to spot a stock that is about to explode higher Exactly when to buy and sell the stock How to screen for the best stocks to trade Insider tricks used by professional traders How to find big winners like Apple and Facebook How to tell if you are in a bull market, or a bear market And much, much more It's time to stop gambling with your hard-earned money. Join the thousands of smart traders who have improved their trading with this book. Amazon best-selling author and retired hedge fund manager, Matthew Kratter will teach you the secrets that he has used to trade profitably for the last 20 years. This strategy is powerful, and yet so simple to use. Even if you are a complete beginner, this strategy will have you trading stocks in no time. And if you ever get stuck, you can always reach out to the author by email (provided inside of the book), and he will help you. Get started today Scroll to the top of this page and click BUY NOW.
Praise for THE NEW MARKET WIZARDS "Jack Schwager simply writes the best books about trading I've ever read. These interviews always give me a lot to think about. If you like learning about traders and trading, you'll find that reading this book is time well spent." -Richard Dennis, President, The Dennis Trading Group, Inc. "Jack Schwager's deep knowledge of the markets and his extensive network of personal contacts throughout the industry have set him apart as the definitive market chronicler of our age." -Ed Seykota "Very interesting indeed!" -John Train, author of The Money Masters "Successful trading demands longtime experience because it requires firsthand knowledge. If there is a shortcut to this requirement, however, it is in reading about the experiences of others. Jack Schwager's book provides that shortcut. If you find yourself sweating upon occasion as you read, then you're as close to the trading experience as you can get without actually doing it yourself." -Robert R. Prechter, Jr., editor, The Elliott Wave Theorist THE NEW MARKET WIZARDS Some traders distinguish themselves from the herd. These supertraders make millions of dollars-sometimes in hours-and consistently outperform their peers. As he did in his acclaimed national bestseller, Market Wizards, Jack Schwager interviews a host of these supertraders, spectacular winners whose success occurs across a spectrum of financial markets. These traders use different methods, but they all share an edge. How do they do it? What separates them from the others? What can they teach the average trader or investor? In The New Market Wizards, these wildly successful traders relate the financial strategies that have rocketed them to success, as well as the embarrassing losses that have proven them all too human. Meet the Wizards of Wall Street: * Stan Druckenmiller, who, as manager of the Soros Quantum Fund, realized an average annual return of more than 38 percent on assets ranging between $2.0 and $3.5 billion * William Eckhardt, a mathematician who, in collaboration with trader Richard Dennis, selected and trained the now-legendary circle known as the Turtles * Bill Lipschutz, a former architect who, for eight years, was Salomon Brothers' largest and most successful currency trader * Blair Hull, a one-time blackjack player who began an options trading company with Asking the questions that readers with an interest in the financial markets would love to pose to the financial superstars, and filled with candid appraisals, The New Market Wizards takes its place as a classic.
Success as a day trader will only come to 10 percent of those who try. It’s important to understand why most traders fail so that you can avoid those mistakes. The day traders who lose money in the market are losing because of a failure to either choose the right stocks, manage risk, and find proper entries or follow the rules of a proven strategy. In this book, I will teach you trading techniques that I personally use to profit from the market. Before diving into the trading strategies, we will first build your foundation for success as a trader by discussing the two most important skills you can possess. I like to say that a day trader is two things: a hunter of volatility and a manager of risk. I’ll explain how to find predictable volatility and how to manage your risk so you can make money and be right only 50 percent of the time. We turn the tables by putting the odds for success in your favor. By picking up this book, you show dedication to improve your trading. This by itself sets you apart from the majority of beginner traders.