Author: Brent Donnelly
Publisher:
ISBN: 9781736739815
Category :
Languages : en
Pages : 514
Book Description
Trading is a chaotic, complex, and loosely-structured game played by the smartest minds and most expensive computers in the world. It is the ultimate puzzle. Few can trade at an elite level for an extended period. The game is constantly changing and the rules, mechanics, and probabilities are difficult to observe and forever in flux. Just when you think you've got a plan: BAM. You get punched in the mouth. Trading attracts intelligent, driven individuals who see enormous financial rewards and few barriers to entry. But no amount of intelligence or skill is enough if you are irrational, undisciplined, or overconfident. The best analysis is useless if you keep reaching for the self-destruct button. How do you survive and excel in this high-stakes competition? How do you become an Alpha Trader? The answer is mindset, methodology, and math. ALPHA TRADER is not a behavioral economics textbook and it is not a boring, theoretical deep dive into trading psychology. It's a practical guide full of actionable information, exciting and relevant trading floor stories, concisely-distilled research, and real-life examples that explain and reinforce critical concepts. The book details the specific strategies, tactics, and habits that lead to professional trading success. It will help you become more self-aware, rational, and profitable. This book will make you a better trader. It will help you unlock more edge and it will motivate you to become an expert in your market. It covers practical and essential topics like strategy vs. tactics, microstructure, market narrative, technical analysis, sentiment, positioning and systematic risk management. It will explain the importance of adaptation, rational thinking, behavioral bias, and risk of ruin. Brent Donnelly, the author of ALPHA TRADER, has been a professional trader for more than two decades and has been writing about macro and markets for more than 15 years. His writing style is engaging, approachable, and entertaining and he has the experience and knowledge of a veteran professional trader. His first book, The Art of Currency Trading is a bestseller and has received rave reviews. Brent has worked as a senior FX dealer at some of the biggest banks in the world. He has traded global macro for a Connecticut hedge fund, and he has day traded equities with his own money. He loves trading and he loves writing about it. ALPHA TRADER is for traders of every skill and experience level. Veterans and rookies alike will benefit as the book digs into topics like self-awareness, discipline, endurance, and grit. Learn the common traits of winning traders, the myriad sources of trader kryptonite, how to improve your decision-making, and how smart people do stupid things, all the time. Professional trading is a lifelong journey of self-improvement, struggle, adaptation, and success. This book will help you level up on that journey. Be rational and self-aware. Learn, adapt, and grow. Unleash the Alpha.
Alpha Trader
Author: Brent Donnelly
Publisher:
ISBN: 9781736739815
Category :
Languages : en
Pages : 514
Book Description
Trading is a chaotic, complex, and loosely-structured game played by the smartest minds and most expensive computers in the world. It is the ultimate puzzle. Few can trade at an elite level for an extended period. The game is constantly changing and the rules, mechanics, and probabilities are difficult to observe and forever in flux. Just when you think you've got a plan: BAM. You get punched in the mouth. Trading attracts intelligent, driven individuals who see enormous financial rewards and few barriers to entry. But no amount of intelligence or skill is enough if you are irrational, undisciplined, or overconfident. The best analysis is useless if you keep reaching for the self-destruct button. How do you survive and excel in this high-stakes competition? How do you become an Alpha Trader? The answer is mindset, methodology, and math. ALPHA TRADER is not a behavioral economics textbook and it is not a boring, theoretical deep dive into trading psychology. It's a practical guide full of actionable information, exciting and relevant trading floor stories, concisely-distilled research, and real-life examples that explain and reinforce critical concepts. The book details the specific strategies, tactics, and habits that lead to professional trading success. It will help you become more self-aware, rational, and profitable. This book will make you a better trader. It will help you unlock more edge and it will motivate you to become an expert in your market. It covers practical and essential topics like strategy vs. tactics, microstructure, market narrative, technical analysis, sentiment, positioning and systematic risk management. It will explain the importance of adaptation, rational thinking, behavioral bias, and risk of ruin. Brent Donnelly, the author of ALPHA TRADER, has been a professional trader for more than two decades and has been writing about macro and markets for more than 15 years. His writing style is engaging, approachable, and entertaining and he has the experience and knowledge of a veteran professional trader. His first book, The Art of Currency Trading is a bestseller and has received rave reviews. Brent has worked as a senior FX dealer at some of the biggest banks in the world. He has traded global macro for a Connecticut hedge fund, and he has day traded equities with his own money. He loves trading and he loves writing about it. ALPHA TRADER is for traders of every skill and experience level. Veterans and rookies alike will benefit as the book digs into topics like self-awareness, discipline, endurance, and grit. Learn the common traits of winning traders, the myriad sources of trader kryptonite, how to improve your decision-making, and how smart people do stupid things, all the time. Professional trading is a lifelong journey of self-improvement, struggle, adaptation, and success. This book will help you level up on that journey. Be rational and self-aware. Learn, adapt, and grow. Unleash the Alpha.
Publisher:
ISBN: 9781736739815
Category :
Languages : en
Pages : 514
Book Description
Trading is a chaotic, complex, and loosely-structured game played by the smartest minds and most expensive computers in the world. It is the ultimate puzzle. Few can trade at an elite level for an extended period. The game is constantly changing and the rules, mechanics, and probabilities are difficult to observe and forever in flux. Just when you think you've got a plan: BAM. You get punched in the mouth. Trading attracts intelligent, driven individuals who see enormous financial rewards and few barriers to entry. But no amount of intelligence or skill is enough if you are irrational, undisciplined, or overconfident. The best analysis is useless if you keep reaching for the self-destruct button. How do you survive and excel in this high-stakes competition? How do you become an Alpha Trader? The answer is mindset, methodology, and math. ALPHA TRADER is not a behavioral economics textbook and it is not a boring, theoretical deep dive into trading psychology. It's a practical guide full of actionable information, exciting and relevant trading floor stories, concisely-distilled research, and real-life examples that explain and reinforce critical concepts. The book details the specific strategies, tactics, and habits that lead to professional trading success. It will help you become more self-aware, rational, and profitable. This book will make you a better trader. It will help you unlock more edge and it will motivate you to become an expert in your market. It covers practical and essential topics like strategy vs. tactics, microstructure, market narrative, technical analysis, sentiment, positioning and systematic risk management. It will explain the importance of adaptation, rational thinking, behavioral bias, and risk of ruin. Brent Donnelly, the author of ALPHA TRADER, has been a professional trader for more than two decades and has been writing about macro and markets for more than 15 years. His writing style is engaging, approachable, and entertaining and he has the experience and knowledge of a veteran professional trader. His first book, The Art of Currency Trading is a bestseller and has received rave reviews. Brent has worked as a senior FX dealer at some of the biggest banks in the world. He has traded global macro for a Connecticut hedge fund, and he has day traded equities with his own money. He loves trading and he loves writing about it. ALPHA TRADER is for traders of every skill and experience level. Veterans and rookies alike will benefit as the book digs into topics like self-awareness, discipline, endurance, and grit. Learn the common traits of winning traders, the myriad sources of trader kryptonite, how to improve your decision-making, and how smart people do stupid things, all the time. Professional trading is a lifelong journey of self-improvement, struggle, adaptation, and success. This book will help you level up on that journey. Be rational and self-aware. Learn, adapt, and grow. Unleash the Alpha.
Alpha Trading
Author: Perry J. Kaufman
Publisher: John Wiley & Sons
ISBN: 1118001222
Category : Business & Economics
Languages : en
Pages : 325
Book Description
From a leading trading systems developer, how to make profitable trades when there are no obvious trends How does a trader find alpha when markets make no sense, when price shocks cause diversification to fail, and when it seems impossible to hedge? What strategies should traders, long conditioned to trend trading, deploy? In Alpha Trading: Profitable Strategies That Remove Directional Risk, author Perry Kaufman presents strategies and systems for profitably trading in directionless markets and in those experiencing constant price shocks. The book Details how to exploit new highs and lows Describes how to hedge primary risk components, find robustness, and craft a diversification program Other titles by Kaufman: New Trading Systems and Methods, 4th Edition and A Short Course in Technical Trading, both by Wiley Given Kaufman's 30 years of experience trading in almost every kind of market, his Alpha Trading will be a welcome addition to the trading literature of professional and serious individual traders for years to come.
Publisher: John Wiley & Sons
ISBN: 1118001222
Category : Business & Economics
Languages : en
Pages : 325
Book Description
From a leading trading systems developer, how to make profitable trades when there are no obvious trends How does a trader find alpha when markets make no sense, when price shocks cause diversification to fail, and when it seems impossible to hedge? What strategies should traders, long conditioned to trend trading, deploy? In Alpha Trading: Profitable Strategies That Remove Directional Risk, author Perry Kaufman presents strategies and systems for profitably trading in directionless markets and in those experiencing constant price shocks. The book Details how to exploit new highs and lows Describes how to hedge primary risk components, find robustness, and craft a diversification program Other titles by Kaufman: New Trading Systems and Methods, 4th Edition and A Short Course in Technical Trading, both by Wiley Given Kaufman's 30 years of experience trading in almost every kind of market, his Alpha Trading will be a welcome addition to the trading literature of professional and serious individual traders for years to come.
The Art of Currency Trading
Author: Brent Donnelly
Publisher: John Wiley & Sons
ISBN: 1119583551
Category : Business & Economics
Languages : en
Pages : 420
Book Description
Now you can master the art of foreign exchange trading While most currency trading and foreign exchange books focus on international finance theory or simplistic chart-based strategies, The Art of Currency Trading is a comprehensive guide that will teach you how to profitably trade currencies in the real world. Author Brent Donnelly has been a successful interbank FX trader for more than 20 years and in this book, he shares the specific strategies and tactics he has used to profit in the forex marketplace. The book helps investors understand and master foreign exchange trading in order to achieve sustainable long-term financial success. The book builds in intensity and depth one topic at a time, starting with the basics and moving on to intermediate then advanced setups and strategies. Whether you are new to currency trading or have years of experience, The Art of Currency Trading provides the information you need to learn to trade like an expert. This much-needed guide provides: an insider’s view of what drives currency price movements; a clear explanation of how to combine macro fundamentals, technical analysis, behavioral finance and diligent risk management to trade successfully; specific techniques and setups you can use to make money trading foreign exchange; and steps you can take to better understand yourself and improve your trading psychology and discipline. Written for currency traders of all skill levels, international stock and bond investors, corporate treasurers, commodity traders, and asset managers, The Art of Currency Trading offers a comprehensive guide to foreign exchange trading written by a noted expert in the field.
Publisher: John Wiley & Sons
ISBN: 1119583551
Category : Business & Economics
Languages : en
Pages : 420
Book Description
Now you can master the art of foreign exchange trading While most currency trading and foreign exchange books focus on international finance theory or simplistic chart-based strategies, The Art of Currency Trading is a comprehensive guide that will teach you how to profitably trade currencies in the real world. Author Brent Donnelly has been a successful interbank FX trader for more than 20 years and in this book, he shares the specific strategies and tactics he has used to profit in the forex marketplace. The book helps investors understand and master foreign exchange trading in order to achieve sustainable long-term financial success. The book builds in intensity and depth one topic at a time, starting with the basics and moving on to intermediate then advanced setups and strategies. Whether you are new to currency trading or have years of experience, The Art of Currency Trading provides the information you need to learn to trade like an expert. This much-needed guide provides: an insider’s view of what drives currency price movements; a clear explanation of how to combine macro fundamentals, technical analysis, behavioral finance and diligent risk management to trade successfully; specific techniques and setups you can use to make money trading foreign exchange; and steps you can take to better understand yourself and improve your trading psychology and discipline. Written for currency traders of all skill levels, international stock and bond investors, corporate treasurers, commodity traders, and asset managers, The Art of Currency Trading offers a comprehensive guide to foreign exchange trading written by a noted expert in the field.
Increasing Alpha with Options
Author: Scott H. Fullman
Publisher: John Wiley & Sons
ISBN: 0470936746
Category : Business & Economics
Languages : en
Pages : 274
Book Description
Innovative trading strategies, which combine the use of technical analysis, market indicators, and options In the new world of investing, money managers must deal with a variety of dynamics, products, analyses, and risk controls. They are also expected to achieve above-benchmark performance and profits, also known as alpha, as well as protect capital in the process. This can be difficult to achieve in today's turbulent market environment, but with Increasing Alpha with Options, author Scott Fullman, the Director of Derivative Investment Strategy for WJB Capital Group, offers some solid solutions. Written in a straightforward and accessible style, this reliable resource outlines various trading strategies using a combination of technical analysis, market indicators, and options. Along the way, it skillfully details how these analytical techniques can help you capture profits while also protecting positions from adverse market conditions. Details the varying elements of technical analysis, from chart type and analysis period to time itself Highlights how to build strategies around reversal and continuation patterns, oscillators, and exchange-traded funds Reveals how you can exploit small inefficiencies in the options marketplace Filled with in-depth insights and expert advice, Increasing Alpha with Options will quickly familiarize you with everything from the various elements of technical analysis to leveraging the power of options, and show you how applying these tools and techniques to your trading or investing endeavors can improve overall performance.
Publisher: John Wiley & Sons
ISBN: 0470936746
Category : Business & Economics
Languages : en
Pages : 274
Book Description
Innovative trading strategies, which combine the use of technical analysis, market indicators, and options In the new world of investing, money managers must deal with a variety of dynamics, products, analyses, and risk controls. They are also expected to achieve above-benchmark performance and profits, also known as alpha, as well as protect capital in the process. This can be difficult to achieve in today's turbulent market environment, but with Increasing Alpha with Options, author Scott Fullman, the Director of Derivative Investment Strategy for WJB Capital Group, offers some solid solutions. Written in a straightforward and accessible style, this reliable resource outlines various trading strategies using a combination of technical analysis, market indicators, and options. Along the way, it skillfully details how these analytical techniques can help you capture profits while also protecting positions from adverse market conditions. Details the varying elements of technical analysis, from chart type and analysis period to time itself Highlights how to build strategies around reversal and continuation patterns, oscillators, and exchange-traded funds Reveals how you can exploit small inefficiencies in the options marketplace Filled with in-depth insights and expert advice, Increasing Alpha with Options will quickly familiarize you with everything from the various elements of technical analysis to leveraging the power of options, and show you how applying these tools and techniques to your trading or investing endeavors can improve overall performance.
The Alpha Formula
Author: Chris Cain
Publisher:
ISBN: 9780578530840
Category :
Languages : en
Pages :
Book Description
The Alpha Formula is a combination of:¿Quantitative Investment Strategies¿Behavioral Finance, and¿Applying First Principles to portfolio constructionIn this book we will touch on a handful of the most pervasive behavioral biases that befall investors and how they can lead to certain, predictable, repeatable market behavior. We will then use this market behavior to construct four minimally correlated trading strategies, complete with rules and historical test results. Each strategy attacks a First Principle, or self-evident truth, about the market. This results in strategies that are inherently different and uncorrelated. Finally, combining our four strategies leads us to The Alpha Formula portfolio.
Publisher:
ISBN: 9780578530840
Category :
Languages : en
Pages :
Book Description
The Alpha Formula is a combination of:¿Quantitative Investment Strategies¿Behavioral Finance, and¿Applying First Principles to portfolio constructionIn this book we will touch on a handful of the most pervasive behavioral biases that befall investors and how they can lead to certain, predictable, repeatable market behavior. We will then use this market behavior to construct four minimally correlated trading strategies, complete with rules and historical test results. Each strategy attacks a First Principle, or self-evident truth, about the market. This results in strategies that are inherently different and uncorrelated. Finally, combining our four strategies leads us to The Alpha Formula portfolio.
All About Day Trading
Author: Jake Bernstein
Publisher: McGraw Hill Professional
ISBN: 0071778616
Category : Business & Economics
Languages : en
Pages : 256
Book Description
PLAY AND WIN CONSISTENTLY IN THE FASTEST GAME IN TOWN Day trading might seem too complex and fast paced for you—but when you break it all down, you’ll discover that at its core is a stable, simple set of rules that anyone can learn. All About Day Trading covers all aspects of the subject, explaining how day trading works, how it fits into the larger world of the financial markets, and how to navigate its hazards. It takes you through the fundamentals and then moves on to more advanced topics—providing a fully rounded outline that will get you going in no time. Avoiding the complicated language and nebulous theories of other day-trading books, All About Day Trading teaches you how to: Avoid common psychological pitfalls of day trading Construct and test your own powerful day-trading system Track news events to improve your day-in, day-out profi t potential Trade successfully with moving averages, momentum, gaps, and more
Publisher: McGraw Hill Professional
ISBN: 0071778616
Category : Business & Economics
Languages : en
Pages : 256
Book Description
PLAY AND WIN CONSISTENTLY IN THE FASTEST GAME IN TOWN Day trading might seem too complex and fast paced for you—but when you break it all down, you’ll discover that at its core is a stable, simple set of rules that anyone can learn. All About Day Trading covers all aspects of the subject, explaining how day trading works, how it fits into the larger world of the financial markets, and how to navigate its hazards. It takes you through the fundamentals and then moves on to more advanced topics—providing a fully rounded outline that will get you going in no time. Avoiding the complicated language and nebulous theories of other day-trading books, All About Day Trading teaches you how to: Avoid common psychological pitfalls of day trading Construct and test your own powerful day-trading system Track news events to improve your day-in, day-out profi t potential Trade successfully with moving averages, momentum, gaps, and more
Systematic Trading
Author: Robert Carver
Publisher: Harriman House Limited
ISBN: 085719500X
Category : Business & Economics
Languages : en
Pages : 247
Book Description
This is not just another book with yet another trading system. This is a complete guide to developing your own systems to help you make and execute trading and investing decisions. It is intended for everyone who wishes to systematise their financial decision making, either completely or to some degree. Author Robert Carver draws on financial theory, his experience managing systematic hedge fund strategies and his own in-depth research to explain why systematic trading makes sense and demonstrates how it can be done safely and profitably. Every aspect, from creating trading rules to position sizing, is thoroughly explained. The framework described here can be used with all assets, including equities, bonds, forex and commodities. There is no magic formula that will guarantee success, but cutting out simple mistakes will improve your performance. You'll learn how to avoid common pitfalls such as over-complicating your strategy, being too optimistic about likely returns, taking excessive risks and trading too frequently. Important features include: - The theory behind systematic trading: why and when it works, and when it doesn't. - Simple and effective ways to design effective strategies. - A complete position management framework which can be adapted for your needs. - How fully systematic traders can create or adapt trading rules to forecast prices. - Making discretionary trading decisions within a systematic framework for position management. - Why traditional long only investors should use systems to ensure proper diversification, and avoid costly and unnecessary portfolio churn. - Adapting strategies depending on the cost of trading and how much capital is being used. - Practical examples from UK, US and international markets showing how the framework can be used. Systematic Trading is detailed, comprehensive and full of practical advice. It provides a unique new approach to system development and a must for anyone considering using systems to make some, or all, of their investment decisions.
Publisher: Harriman House Limited
ISBN: 085719500X
Category : Business & Economics
Languages : en
Pages : 247
Book Description
This is not just another book with yet another trading system. This is a complete guide to developing your own systems to help you make and execute trading and investing decisions. It is intended for everyone who wishes to systematise their financial decision making, either completely or to some degree. Author Robert Carver draws on financial theory, his experience managing systematic hedge fund strategies and his own in-depth research to explain why systematic trading makes sense and demonstrates how it can be done safely and profitably. Every aspect, from creating trading rules to position sizing, is thoroughly explained. The framework described here can be used with all assets, including equities, bonds, forex and commodities. There is no magic formula that will guarantee success, but cutting out simple mistakes will improve your performance. You'll learn how to avoid common pitfalls such as over-complicating your strategy, being too optimistic about likely returns, taking excessive risks and trading too frequently. Important features include: - The theory behind systematic trading: why and when it works, and when it doesn't. - Simple and effective ways to design effective strategies. - A complete position management framework which can be adapted for your needs. - How fully systematic traders can create or adapt trading rules to forecast prices. - Making discretionary trading decisions within a systematic framework for position management. - Why traditional long only investors should use systems to ensure proper diversification, and avoid costly and unnecessary portfolio churn. - Adapting strategies depending on the cost of trading and how much capital is being used. - Practical examples from UK, US and international markets showing how the framework can be used. Systematic Trading is detailed, comprehensive and full of practical advice. It provides a unique new approach to system development and a must for anyone considering using systems to make some, or all, of their investment decisions.
The Little Book of Trading
Author: Michael W. Covel
Publisher: John Wiley & Sons
ISBN: 1118063503
Category : Business & Economics
Languages : en
Pages : 259
Book Description
How to get past the crisis and make the market work for you again The last decade has left people terrified of even the safest investment opportunities. This fear is not helping would-be investors who could be making money if they had a solid plan. The Little Book of Trading teaches the average person rules and philosophies that winners use to beat the market, regardless of the financial climate. The market has always fluctuated, but savvy traders know how to make money in good times and bad. Drawing on author Michael Covel's own trading experience, as well as insights from legendary traders, the book offers sound, practical advice in an easy to understand, readily digestible way. The Little Book of Trading: Identifies tools, concepts, psychologies, and philosophies that keep people protected and making money when the next market bubble or surprise crisis occurs Features top traders in each chapter that have beaten the market for decades, providing readers with their moneymaking knowledge Shows how traders who beat mutual fund performance make money at different times, not just from stocks alone Most importantly, The Little Book of Trading explains why mutual funds should not be the investment vehicle of choice for people looking to secure retirement, a radical realization highlighting the changed face of investing today.
Publisher: John Wiley & Sons
ISBN: 1118063503
Category : Business & Economics
Languages : en
Pages : 259
Book Description
How to get past the crisis and make the market work for you again The last decade has left people terrified of even the safest investment opportunities. This fear is not helping would-be investors who could be making money if they had a solid plan. The Little Book of Trading teaches the average person rules and philosophies that winners use to beat the market, regardless of the financial climate. The market has always fluctuated, but savvy traders know how to make money in good times and bad. Drawing on author Michael Covel's own trading experience, as well as insights from legendary traders, the book offers sound, practical advice in an easy to understand, readily digestible way. The Little Book of Trading: Identifies tools, concepts, psychologies, and philosophies that keep people protected and making money when the next market bubble or surprise crisis occurs Features top traders in each chapter that have beaten the market for decades, providing readers with their moneymaking knowledge Shows how traders who beat mutual fund performance make money at different times, not just from stocks alone Most importantly, The Little Book of Trading explains why mutual funds should not be the investment vehicle of choice for people looking to secure retirement, a radical realization highlighting the changed face of investing today.
Machine Learning for Algorithmic Trading
Author: Stefan Jansen
Publisher: Packt Publishing Ltd
ISBN: 1839216786
Category : Business & Economics
Languages : en
Pages : 822
Book Description
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.
Publisher: Packt Publishing Ltd
ISBN: 1839216786
Category : Business & Economics
Languages : en
Pages : 822
Book Description
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.
Technical Analysis Using Multiple Timeframes
Author: Brian Shannon
Publisher:
ISBN:
Category :
Languages : en
Pages : 0
Book Description
focuses on analyzing price charts across different timeframes to identify trends, key resistance and support levels, and potential trading opportunities. The book has 184 pages. Here are some key features of the book:The book emphasizes the importance of using multiple timeframes to analyze price charts and identify trading opportunities.It provides a detailed and practical approach to analyzing price charts across different timeframes, including weekly, daily, 30-minute, 15-minute, and 5-minute timeframes.The book covers a range of technical analysis tools and techniques, including volume moving averages, VWAP, and chart patterns.It provides guidance on how to anticipate price movements rather than react to them, which can help traders make more informed trading decisions.The book includes real-world examples and case studies to illustrate how the concepts and techniques discussed in the book can be applied in practice.
Publisher:
ISBN:
Category :
Languages : en
Pages : 0
Book Description
focuses on analyzing price charts across different timeframes to identify trends, key resistance and support levels, and potential trading opportunities. The book has 184 pages. Here are some key features of the book:The book emphasizes the importance of using multiple timeframes to analyze price charts and identify trading opportunities.It provides a detailed and practical approach to analyzing price charts across different timeframes, including weekly, daily, 30-minute, 15-minute, and 5-minute timeframes.The book covers a range of technical analysis tools and techniques, including volume moving averages, VWAP, and chart patterns.It provides guidance on how to anticipate price movements rather than react to them, which can help traders make more informed trading decisions.The book includes real-world examples and case studies to illustrate how the concepts and techniques discussed in the book can be applied in practice.