Python for Statistics and Data Science

Catalog description

Explores the Python tools for statistical analysis and data science. Topics included but not limited to (1). Python basics (loop, function, object-oriented programming with class, data structure); (2). Getting data with REST APIs (3). Data cleaning and preprocessing, feature engineering, descriptive statistics, and visualization in Python;  (4) Quantiles and sampling from parametric distributions in Python; (5) Hypothesis testing and CI; (6). Regression and classification analysis in Python; (7). Clustering analysis in Python