This course provides the foundation for developing advanced trading strategies using machine learning techniques. In this course, you’ll review the key components that are common to every trading strategy, no matter how complex. You’ll be introduced to multiple trading strategies including quantitative trading, pairs trading, and momentum trading. By the end of the course, you will be able to design basic quantitative trading strategies, build machine learning models using Keras and TensorFlow, build a pair trading strategy prediction model and back test it, and build a momentum-based trading model and back test it.
提供方
课程信息
Basic competency in Python, familiarity with the Scikit Learn, Statsmodels and Pandas library.
Familiarity with statistics, financial markets, ML
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体验 Coursera 企业版您将学到的内容有
Design basic quantitative trading strategies
Use Keras and Tensorflow to build machine learning models
Build a pair trading strategy prediction model and back test it.
Build a momentum-based trading model and back test it.
您将获得的技能
- Algorithmic Trading
- Python Programming
- Machine Learning
Basic competency in Python, familiarity with the Scikit Learn, Statsmodels and Pandas library.
Familiarity with statistics, financial markets, ML
对员工进行热门技能培训能否为您的公司带来益处?
体验 Coursera 企业版授课大纲 - 您将从这门课程中学到什么
Introduction to Quantitative Trading and TensorFlow
Introduction to TensorFlow
Training neural networks with Tensorflow 2 and Keras
Build a Momentum-based Trading System
Build a Pair Trading Strategy Prediction Model
审阅
- 5 stars44.54%
- 4 stars27.10%
- 3 stars14.33%
- 2 stars7.16%
- 1 star6.85%
来自USING MACHINE LEARNING IN TRADING AND FINANCE的热门评论
The course is inspiring. It gave me another perspective of learning trading not just for Machine Learning also for day to day trading algorithm.
It's not deep enough to understand how to implement ML in algorithmic trading, but the course explains some helpful concepts like pairs trading and Kalmar filter.
Very interesting course with integrated notebooks to learn concepts of how to apply machine learning to trading and finance
good explanation of concepts and application of concepts
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