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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
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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

Evaluate Factor Risk and Performance with Alphalens Reloaded

Factor investing is a strategic approach where assets are chosen based on attributes or factors that are associated with higher returns. This method differs from traditional investment strategies which focus on asset classes like stocks, bonds, or sectors. Factor investing emphasizes the underlying drivers of risk and return in securities. The crux of factor investing lies in the systematic identification and harnessing of these and other factors. By understanding the sources of risk and return, we can aim for returns above traditional benchmarks. It’s essential to note, however, that while factor investing can enhance portfolio diversification and potential returns, it does not eliminate risk. Market conditions, economic changes, and other externalities can influence the effectiveness of factor-based strategies at any given time.

In Chapter 5, Build Alpha Factors for Stock Portfolios, we explored recipes to construct...

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