Python for Finance Cookbook – Second Edition
- Paperback: 740 pages
- Publisher: WOW! eBook; 2nd edition (December 30, 2022)
- Language: English
- ISBN-10: 1803243198
- ISBN-13: 978-1803243191
Python for Finance Cookbook, 2nd Edition: Use modern Python libraries such as pandas, NumPy, and scikit-learn and popular machine learning and deep learning methods to solve financial modeling problems
Python is one of the most popular programming languages in the financial industry, with a huge collection of accompanying libraries. In this new Python for Finance Cookbook, Second Edition, you will explore classical quantitative finance approaches to data modeling, such as GARCH, CAPM, factor models, as well as modern machine learning and deep learning solutions.
You will use popular Python libraries that, in a few lines of code, provide the means to quickly process, analyze, and draw conclusions from financial data. In this new edition, more emphasis was put on exploratory data analysis to help you visualize and better understand financial data. While doing so, you will also learn how to use Streamlit to create elegant, interactive web applications to present the results of technical analyses.
- Preprocess, analyze, and visualize financial data
- Explore time series modeling with statistical (exponential smoothing, ARIMA) and machine learning models
- Uncover advanced time series forecasting algorithms such as Meta’s Prophet
- Use Monte Carlo simulations for derivatives valuation and risk assessment
- Explore volatility modeling using univariate and multivariate GARCH models
- Investigate various approaches to asset allocation
- Learn how to approach ML-projects using an example of default prediction
- Explore modern deep learning models such as Google’s TabNet, Amazon’s DeepAR and NeuralProphet
Using the recipes in this Python for Finance Cookbook, 2nd Edition book, you will become proficient in financial data analysis, be it for personal or professional projects. You will also understand which potential issues to expect with such analyses and, more importantly, how to overcome them.
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