Details zum E-Book

Mastering Python for Finance. Implement advanced state-of-the-art financial statistical applications using Python - Second Edition

Mastering Python for Finance. Implement advanced state-of-the-art financial statistical applications using Python - Second Edition

James Ma Weiming

E-book
The second edition of Mastering Python for Finance will guide you through carrying out complex financial calculations practiced in the industry of finance by using next-generation methodologies. You will master the Python ecosystem by leveraging publicly available tools to successfully perform research studies and modeling, and learn to manage risks with the help of advanced examples.

You will start by setting up your Jupyter notebook to implement the tasks throughout the book. You will learn to make efficient and powerful data-driven financial decisions using popular libraries such as TensorFlow, Keras, Numpy, SciPy, and scikit-learn. You will also learn how to build financial applications by mastering concepts such as stocks, options, interest rates and their derivatives, and risk analytics using computational methods. With these foundations, you will learn to apply statistical analysis to time series data, and understand how time series data is useful for implementing an event-driven backtesting system and for working with high-frequency data in building an algorithmic trading platform. Finally, you will explore machine learning and deep learning techniques that are applied in finance.

By the end of this book, you will be able to apply Python to different paradigms in the financial industry and perform efficient data analysis.
  • 1. Overview of Financial Analysis with Python
  • 2. The Importance of Linearity in Finance
  • 3. Nonlinearity in Finance
  • 4. Numerical Methods for Pricing Options
  • 5. Modeling Interest Rates and Derivates
  • 6. Statistical Analysis of Time Series Data
  • 7. Interactive Financial Analytics with VIX
  • 8. Building an Algorithmic Trading Platform
  • 9. Implementing a Backtesting System
  • 10. Machine Learning for Finance
  • 11. Deep Learning for Finance
  • Titel: Mastering Python for Finance. Implement advanced state-of-the-art financial statistical applications using Python - Second Edition
  • Autor: James Ma Weiming
  • Originaler Titel: Mastering Python for Finance. Implement advanced state-of-the-art financial statistical applications using Python - Second Edition
  • ISBN: 9781789345278, 9781789345278
  • Veröffentlichungsdatum: 2019-04-30
  • Format: E-book
  • Artikelkennung: e_2au8
  • Verleger: Packt Publishing