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
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Using Machine Learning in Trading and Finance
This course is part of Machine Learning for Trading Specialization
Instructor: Jack Farmer
28,512 already enrolled
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Gain insight into a topic and learn the fundamentals.
3.9
(373 reviews)
Intermediate level
Recommended experience
Flexible schedule
Approx. 7 hours
Learn at your own pace
82%
Most learners liked this course
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
Details to know
Shareable certificate
Add to your LinkedIn profile
Assessments
2 assignments
Taught in English
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This course is part of the Machine Learning for Trading Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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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 assignment
What's included
11 videos1 app item
What's included
12 videos1 app item
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 reading1 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 assignment
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Instructor
Instructor ratings
4.4 (67 ratings)
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3.9
373 reviews
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25.13%
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Showing 3 of 373
CE
4
Reviewed on Feb 11, 2020
The material is immediately useful and highly practical for people already in financial services.
WL
5
Reviewed on Sep 18, 2022
Very Good Course, Rich in Material, Very useful.Only some lab can not successfully functional. ( wihile downloading stock data )
GY
4
Reviewed on Jun 28, 2022
Although the often glitches in the Google Cloud platform prevented me to complete the exercises, the course material is very useful.
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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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The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
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