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.
Using Machine Learning in Trading and Finance
This course is part of Machine Learning for Trading Specialization
Instructor: Jack Farmer
26,911 already enrolled
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(365 reviews)
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What you'll learn
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.
Skills you'll gain
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There are 5 modules in this course
In this module we discuss the key components that are common to every trading strategy, no matter how complex. This foundation will help guide you as you develop more advanced strategies using machine learning techniques.
What's included
4 videos1 reading1 quiz
What's included
11 videos2 app items
What's included
12 videos2 app items
Momentum trading is a strategy in which traders buy or sell assets according to the strength of recent price trends. Price momentum is similar to momentum in physics, where mass multiplied by velocity determines the persistence with which an object will follow its current path (like a heavy train on a track). In financial markets, however, momentum is determined by other factors like trading volume and rate of price changes. Momentum traders bet that an asset price that is moving strongly in a given direction will continue to move in that direction until the trend loses strength or reverses. This module teaches you all about momentum trading.
What's included
12 videos1 reading2 app items1 discussion prompt
In this module, we introduce pairs trading. We will discuss what pairs trading is, and how you can make money doing it. We will discuss what you need to know about the members to form a suitable pair.
What's included
11 videos1 quiz2 app items
Instructor
Recommended if you're interested in Machine Learning
Google Cloud
Google Cloud
New York Institute of Finance
New York University
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Reviewed on Jan 21, 2020
Lots of material in a very short time, especially on momentum trading.
Reviewed on Feb 10, 2020
The material is immediately useful and highly practical for people already in financial services.
Reviewed on Jan 1, 2022
Such a great course, the introduction(first part in specialization) was kinda useless for me, but this one is amazing.
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Frequently asked questions
Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:
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