Mathematics · Columbia University
Practical machine learning skills in finance.
A relatively comprehensive knowledge about all kinds of AI algorithm, including machine learning, Deep Learning and reinforcement learning.
Very interesting background about the most popular machine learning algorithms
Different regression models including Linear, Ridge, Lasso, Elastic Net,.... Concept of gradient descent Portfolio optimization Utility of machine learning in finance
The course can help you formulate machine learning skills that are practical to use.
Math and statistic concepts regarding machine learning and their applications in finance
Basic concepts in Machine Learning and how they apply to the field of Finance
general knowledge about machine learning algos
Many classical machine learning models + use cases
General knowledge regarding machine learning