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DSST 389

Advanced Data Science

Course Title

Advanced Data Science

Status

Active

Subject code

DSST

Course Number

389

Course Long Title

Advanced Data Science

Description

Computational statistics and statistical algorithms for building predictive models from large data sets. Topics include model complexity, hyper-parameter tuning, over- and under-fitting, and the evaluation of predictive performance. Models covered include linear regression, penalized regression, additive models, gradient-boosted trees, and neural networks. Applications are drawn from many areas, with a particular focus on processing unstructured text and image corpora.

Min

1

Max

-

Prerequisites