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CMPSC5B

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CMPSC 5B - Introduction to Data Science 2

Computer Science College of Engineering

Full Course Title

Introduction to Data Science 2

Instructor Name(s)

STAFF

Course Description

Students explore the data science lifecycle, including question formulation, data collection and cleaning, exploratory data analysis and visualization, statistical inference and prediction, and decision-making. The course focus is on transforming and analyzing data; machine learning methods including regression, classification and clustering; principles behind data visualizations; concepts of measurement error and prediction; and techniques for scalable data processing.

Unit Value

4

Maximum number of times course can be repeated for additional credit

0

Maximum Units

4

Prerequisites

Computer Science 5A or Computer Science 8 or ECE 3 with a grade of C or better.

General Subject Areas

C

Special Subject Areas

QNT

UC Santa Barbara
Santa Barbara, California 93106
(805) 893-8000


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