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Course name Finance Courses Machine Learning For Algorithmic Trading - Regression Based: Machine Learning For Algorithmic Trading - Regression Based

Machine Learning For Algorithmic Trading - Regression Based Video Course

Machine Learning For Algorithmic Trading - Regression Based Video Course is developed by Finance Courses Professionals to help you pass the Machine Learning For Algorithmic Trading - Regression Based exam.

You Will Learn:

Was 21.99 USD
Now 19.99 USD

Description

This course will improve your knowledge and skills required to pass Machine Learning For Algorithmic Trading - Regression Based exam.

Curriculum For This Course

  • 1. Introduction 2 Videos 00:09:07
    • Introduction 05:20
    • How to Succeed in This Course 03:47
  • 2. Introduction to Machine Learning for Algorithmic Trading and Investing 5 Videos 00:44:20
    • Introduction and Classification of Machine Learning 10:31
    • Introduction to Machine Learning development Work Flow using Linear Regression 09:39
    • Characteristic of Financial Time Series and Linear Regression Assumptions 10:27
    • Effects of Outliers on Machine Learning Model 05:20
    • Model Selection and Quant Workflow 08:25
  • 3. Machine Learning and Pairs Trading 6 Videos 00:53:45
    • Pairs Trading and Machine Learning 06:38
    • Understanding the Data (Data Exploration) 14:10
    • Python statsmodel Library 09:07
    • Python scikit-learn Library 06:46
    • Cointegration Test 03:56
    • Trading Logic 13:09
  • 4. Backtesting Pairs Trading 2 Videos 00:32:30
    • Pairs Trading Code Walk Through 17:10
    • Backtest and Performance Analysis 15:20
  • 5. Penalized Regression for Investing 2 Videos 00:14:46
    • Rationale for Penalized Regression 03:01
    • Application of Penalized Regression to Investing 11:45
  • 6. Kalman Filter 2 Videos 00:27:45
    • Kalman Filter Introduction 14:24
    • Backtesting Kalman Filter Based Investing Strategy 13:22
  • 7. Machine Learning and Multi-Assets Trend Following Strategies 3 Videos 00:39:10
    • Introduction to Multi-Assets Trend Following Strategies 10:49
    • Machine Learning and Multi-Assets Trend Following Strategies 14:36
    • Backtesting Multi-Assets Trend Following Machine Learning Strategies 13:46