CSE5501

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Foundations of Data Science

3 Credit Hour Course

Intended For Level 0 Term 0 Students

Prerequisite:

Database: data models, query languages, relational algebra, structured query language; Database design: entity relationship modeling; Statistical modeling: random variables; Dependence; Correlation; Regression; Hypothesis testing; PCA; Machine learning concepts: broad categories of machine learning approaches e.g., supervised and unsupervised, classification and clustering; Algorithms and tools for machine learning, challenges, performance metrics, training and testing methodology.