Data Science III: Deep Learning

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Overview

Subject area

MTH

Catalog Number

9889

Course Title

Data Science III: Deep Learning

Department(s)

Description

This course covers advanced methods for predicting stock returns such as deep neural networks, convolution neural networks, and recurrent neural networks. The students will learn about the architecture of neural networks and the training of neural networks. They will analyze bias and variance of the methods and implement different methods on time-series data. Students will gain a sense of how returns are predicted in practice.

Typically Offered

Fall, Spring, Summer

Academic Career

Graduate

Liberal Arts

Yes

Credits

Minimum Units

1.5

Maximum Units

1.5

Academic Progress Units

1.5

Repeat For Credit

No

Components

Name

Lecture

Hours

3

Requisites

036035

Course Schedule