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Algorithmic Trading and Finance Models with Python, R, and Stata Essential Training

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Business intelligence is one of the fastest growing areas of business, especially for financial investing. This project-based course focuses on using different types of software to build models (algorithms) that can trade stocks and other financial products. Michael McDonald shows how you can use Excel, Python, R, or Stata, to set up quantitative, testable investment rules so that you can make informed trading decisions. First, he explains what algo trading is and how it works. Next, he discusses how to develop an algo trading strategy and shares tips for how to identify opportunities in various markets. Then, he goes through an in-depth exploration of how to leverage existing software tools. Michael also covers stock trading, bond trading, data analysis, regressions, and more.

Note: Prior to watching this course, it is recommended that you watch the course Algorithmic Trading and Stocks Essential Training.


01 - Introduction
  • 01 - Getting started with algorithmic trading and finance
  • 02 - What you should know

  • 02 - 1. The Basics of Algo Trading
  • 01 - Basics of algo trading
  • 02 - Market making with algos
  • 03 - An algorithm example
  • 04 - Prop trading with algos
  • 05 - Algos in practice
  • 06 - Textual analysis and algo trading
  • 07 - Algorithmic trading with qualitative and text data
  • 08 - Careers in algorithmic trading

  • 03 - 2. Stock Trading with Python
  • 01 - One software option Python
  • 02 - Importing data in Python
  • 03 - Quandl and Python
  • 04 - CSVs and Python
  • 05 - Financial data and Python
  • 06 - Python and building financial databases

  • 04 - 3. R and Bond Trading
  • 01 - One software option R
  • 02 - Importing data with R
  • 03 - quantmod and R
  • 04 - Data analysis in R
  • 05 - Regressions in R

  • 05 - 4. Investment Analysis and Stata
  • 01 - One software option Stata
  • 02 - Getting currency data
  • 03 - Cleaning up data for algorithms
  • 04 - Strategies in currencies
  • 05 - Testing strategies in Stata
  • 06 - Regressions in Stata

  • 06 - Conclusion
  • 01 - Next steps
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    تاریخ انتشار: 2 اسفند 1402
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