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Mastering Financial Pattern Recognition


Mastering Financial Pattern Recognition
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Mastering Financial Pattern Recognition


Mastering Financial Pattern Recognition
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Author : Sofien Kaabar
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2022-10-18

Mastering Financial Pattern Recognition written by Sofien Kaabar and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-18 with Computers categories.


Candlesticks have become a key component of platforms and charting programs for financial trading. With these charts, traders can learn underlying patterns for interpreting price action history and forecasts. This A-Z guide shows portfolio managers, quants, strategists, and analysts how to use Python to recognize, scan, trade, and back-test the profitability of candlestick patterns. Financial author, trading consultant, and institutional market strategist Sofien Kaabar shows you how to create a candlestick scanner and indicator so you can compare the profitability of these patterns. With this hands-on book, you'll also explore a new type of charting system similar to candlesticks, as well as new patterns that have never been presented before. With this book, you will: Create and understand the conditions required for classic and modern candlestick patterns Learn the market psychology behind them Use a framework to learn how back-testing trading strategies are conducted Explore different charting systems and understand their limitations Import OHLC historical FX data in Python in different time frames Use algorithms to scan for and reproduce patterns Learn a pattern's potential by evaluating its profitability and predictability



Mastering Financial Pattern Recognition


Mastering Financial Pattern Recognition
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Author : Sofien Kaabar
language : en
Publisher: O'Reilly Media
Release Date : 2023-01-31

Mastering Financial Pattern Recognition written by Sofien Kaabar and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-31 with categories.


Candlesticks have become a key component of trading platforms and charting programs for financial trading. A candlestick is a financial chart that helps reveal underlying patterns for traders when interpreting price action history and forecasts. We are often taught how specific patterns behave in a certain way, but we have never really been taught how to trade or back-test them. This hands-on guide will teach you how to recognize, scan, trade, and back-test the profitability of candlestick patterns with Python. Furthermore, this book will introduce new patterns that have never been presented before, revealing the fruits of my research.Other topics discussed in the book include creating a candlestick scanner and indicator, as well as comparing the profitability of the patterns. We will also see a new type of charting system which is similar to candlesticks. This proposed book aims to be the A-Z guide to all candlestick patterns!



Mastering Financial Pattern Recognition


Mastering Financial Pattern Recognition
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Author : Sofien Kaabar
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2022-10-18

Mastering Financial Pattern Recognition written by Sofien Kaabar and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-18 with Business & Economics categories.


Candlesticks have become a key component of platforms and charting programs for financial trading. With these charts, traders can learn underlying patterns for interpreting price action history and forecasts. This A-Z guide shows portfolio managers, quants, strategists, and analysts how to use Python to recognize, scan, trade, and back-test the profitability of candlestick patterns. Financial author, trading consultant, and institutional market strategist Sofien Kaabar shows you how to create a candlestick scanner and indicator so you can compare the profitability of these patterns. With this hands-on book, you'll also explore a new type of charting system similar to candlesticks, as well as new patterns that have never been presented before. With this book, you will: Create and understand the conditions required for classic and modern candlestick patterns Learn the market psychology behind them Use a framework to learn how back-testing trading strategies are conducted Explore different charting systems and understand their limitations Import OHLC historical FX data in Python in different time frames Use algorithms to scan for and reproduce patterns Learn a pattern's potential by evaluating its profitability and predictability



Financial Pattern Recognition Using Support Vector Machines


Financial Pattern Recognition Using Support Vector Machines
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Author : A. Fan
language : en
Publisher:
Release Date : 2001

Financial Pattern Recognition Using Support Vector Machines written by A. Fan and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Corporations categories.




Guide To Precision Harmonic Pattern Trading


Guide To Precision Harmonic Pattern Trading
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Author : Young Ho Seo
language : en
Publisher: www.algotrading-investment.com
Release Date :

Guide To Precision Harmonic Pattern Trading written by Young Ho Seo and has been published by www.algotrading-investment.com this book supported file pdf, txt, epub, kindle and other format this book has been release on with Business & Economics categories.


Harmonic Pattern trading uses the direct pattern recognition from the price chart to predict the potential turning point of the financial market. Although the history of the harmonic pattern goes back to the Gartley’s book “Profits in the Stock Market” in 1935, Harmonic Pattern trading became popular in last few decades. In comparison to many contemporary predictive techniques, there are far less literature available to study this technique in several different scientific angles. Most of harmonic pattern trader focuses on the visual aspect of the pattern keeping very small attention on the precision aspect. In this book, we want to introduce the brand new precision concept, Pattern Completion Interval and Potential Continuation Zone, for harmonic pattern trading. In the first few chapters of this book, we will illustrate the concept and the operating mechanism behind these new techniques. After that, we will focus on how to manage your order and risk with Harmonic pattern. We will illustrate how to apply this precision concept for both market order and pending order setup for your practical trading. At the end of the book, we describe the rolling ball effect and we show how it can affect your turning point strategy. In the final chapter, we introduce Mutual Pattern Turning Point Strategy for your practical trading. Then we show you three essential but powerful steps to trade with turning point strategy. Please note that we use our own custom ratio sets for harmonic patterns presented in this book because our backtesting and forward testing results indicates that they perform better than the original patterns. The studies presented in this book are the results after the intensive computerized research using Harmonic Patterns. If you want to dig deeper on the rolling ball effect and the mutual pattern strategy for turning point prediction, you can also read our book: Scientific Guide to Price Action and Pattern Trading.



Application Of Pattern Recognition To Financial Data


Application Of Pattern Recognition To Financial Data
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Author : D. J. Swart
language : en
Publisher:
Release Date : 2009

Application Of Pattern Recognition To Financial Data written by D. J. Swart and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.


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Python For Finance


Python For Finance
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Author : Dmytro Zherlitsyn
language : en
Publisher: BPB Publications
Release Date : 2024-07-30

Python For Finance written by Dmytro Zherlitsyn and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-30 with Computers categories.


DESCRIPTION Python's intuitive syntax and beginner-friendly nature makes it an ideal programming language for financial professionals. It acts as a bridge between the world of finance and data analysis. This book will introduce essential concepts in financial analysis methods and models, covering time-series analysis, graphical analysis, technical and fundamental analysis, asset pricing and portfolio theory, investment and trade strategies, risk assessment and prediction, and financial ML practices. The Python programming language and its ecosystem libraries, such as Pandas, NumPy, SciPy, Statsmodels, Matplotlib, Seaborn, Scikit-learn, Prophet, and other data science tools will demonstrate these rooted financial concepts in practice examples. This book will help you understand the concepts of financial market dynamics, estimate the metrics of financial asset profitability, predict trends, evaluate strategies, optimize portfolios, and manage financial risks. You will also learn data analysis techniques using Python programming language to understand the basics of data preparation, visualization, and manipulation in the world of financial data. KEY FEATURES ● Comprehensive guide to Python for financial data analysis and modeling. ● Practical examples and real-world applications for immediate implementation. ● Covers advanced topics like regression, Machine Learning and time series forecasting. WHAT YOU WILL LEARN ● Learn financial data analysis using Python data science libraries and techniques. ● Learn Python visualization tools to justify investment and trading strategies. ● Learn asset pricing and portfolio management methods with Python. ● Learn advanced regression and time series models for financial forecasting. ● Learn risk assessment and volatility modeling methods with Python. WHO THIS BOOK IS FOR This book is designed for financial analysts and other professionals interested in the financial industry with a basic understanding of Python programming and statistical analysis. It is also suitable for students in finance and data science who wish to apply Python tools to financial data analysis and decision-making. TABLE OF CONTENTS 1. Getting Started with Python for Finance 2. Python Tools for Data Analysis: Primer to Pandas and NumPy 3. Financial Data Manipulation with Python 4. Exploratory Data Analysis for Finance 5. Investment and Trading Strategies 6. Asset Pricing and Portfolio Management 7. Time Series Analysis and Financial Data Forecasting 8. Risk Assessment and Volatility Modelling 9. Machine Learning and Deep Learning in Finance 10. Time Series Analysis and Forecasting with FB Prophet Library Appendix A: Python Code Examples for Finance Appendix B: Glossary Appendix C: Valuable Resources



Mastering Financial Calculations


Mastering Financial Calculations
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Author : Bob Steiner
language : en
Publisher: Pearson UK
Release Date : 2012-05-14

Mastering Financial Calculations written by Bob Steiner and has been published by Pearson UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-05-14 with Business & Economics categories.




Deep Learning For Finance


Deep Learning For Finance
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Author : Sofien Kaabar
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2024-01-08

Deep Learning For Finance written by Sofien Kaabar and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-08 with Business & Economics categories.


Deep learning is rapidly gaining momentum in the world of finance and trading. But for many professional traders, this sophisticated field has a reputation for being complex and difficult. This hands-on guide teaches you how to develop a deep learning trading model from scratch using Python, and it also helps you create and backtest trading algorithms based on machine learning and reinforcement learning. Sofien Kaabar—financial author, trading consultant, and institutional market strategist—introduces deep learning strategies that combine technical and quantitative analyses. By fusing deep learning concepts with technical analysis, this unique book presents outside-the-box ideas in the world of financial trading. This A-Z guide also includes a full introduction to technical analysis, evaluating machine learning algorithms, and algorithm optimization. Understand and create machine learning and deep learning models Explore the details behind reinforcement learning and see how it's used in time series Understand how to interpret performance evaluation metrics Examine technical analysis and learn how it works in financial markets Create technical indicators in Python and combine them with ML models for optimization Evaluate the models' profitability and predictability to understand their limitations and potential



Identifying Patterns In Financial Markets


Identifying Patterns In Financial Markets
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Author : João Leitão
language : en
Publisher: Springer
Release Date : 2017-12-26

Identifying Patterns In Financial Markets written by João Leitão and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-12-26 with Technology & Engineering categories.


This book describes a new pattern discovery approach based on the combination among rules between Perceptually Important Points (PIPs) and the Symbolic Aggregate approximation (SAX) representation optimized by Genetic Algorithm (GA). The proposed approach was tested with real data from S&P500 index and all the results obtained outperform the Buy&Hold strategy. Three different case studies are presented by the authors.