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Python for Algorithmic Trading Cookbook

You're reading from   Python for Algorithmic Trading Cookbook Recipes for designing, building, and deploying algorithmic trading strategies with Python

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Product type Paperback
Published in Aug 2024
Publisher Packt
ISBN-13 9781835084700
Length 404 pages
Edition 1st Edition
Languages
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Author (1):
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Jason Strimpel Jason Strimpel
Author Profile Icon Jason Strimpel
Jason Strimpel
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Table of Contents (16) Chapters Close

Preface 1. Chapter 1: Acquire Free Financial Market Data with Cutting-Edge Python Libraries FREE CHAPTER 2. Chapter 2: Analyze and Transform Financial Market Data with pandas 3. Chapter 3: Visualize Financial Market Data with Matplotlib, Seaborn, and Plotly Dash 4. Chapter 4: Store Financial Market Data on Your Computer 5. Chapter 5: Build Alpha Factors for Stock Portfolios 6. Chapter 6: Vector-Based Backtesting with VectorBT 7. Chapter 7: Event-Based Backtesting Factor Portfolios with Zipline Reloaded 8. Chapter 8: Evaluate Factor Risk and Performance with Alphalens Reloaded 9. Chapter 9: Assess Backtest Risk and Performance Metrics with Pyfolio 10. Chapter 10: Set Up the Interactive Brokers Python API 11. Chapter 11: Manage Orders, Positions, and Portfolios with the IB API 12. Chapter 12: Deploy Strategies to a Live Environment 13. Chapter 13: Advanced Recipes for Market Data and Strategy Management 14. Index 15. Other Books You May Enjoy

Building an algorithmic trading app

When using the IB API, there’s a lot of code that can be reused across different trading apps. Connecting to TWS, generating orders, and downloading data are done the same way despite the trading strategy. That’s why it’s a best practice to get the reusable code out of the way first. But before we can start building our algorithmic trading app, we need to install TWS and the IB API.

We’ll begin with three important topics when using the IB API:

  • The first is the architecture of the IB API, which operates on an asynchronous model. In this model, operations are not executed in a linear, blocking manner. Instead, actions are initiated by requests, and responses to these requests are handled via callbacks.
  • The second concept is inheritance, which is common across all computer programming languages. Inheritance is where a new child class acquires the properties and methods of another, parent, class. Our trading...
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