Undergraduate Certificate in Statistical Learning and Regression Analysis
-- ViewingNowThe Undergraduate Certificate in Statistical Learning and Regression Analysis is a comprehensive course that equips learners with essential skills in statistical analysis and data modeling. This certificate program focuses on regression techniques, machine learning algorithms, and predictive modeling, providing a strong foundation in statistical learning.
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โข Introduction to Statistical Learning & Data Analysis
โข Descriptive Statistics and Probability Theory
โข Basic Inferential Statistics
โข Regression Analysis: Simple and Multiple Linear Regression
โข Regression Diagnostics: Assumptions, Outliers, and Influential Data
โข Advanced Regression Techniques: Polynomial, Interaction, and Stepwise Regression
โข Logistic Regression: Theory and Applications
โข Regularization Methods: Ridge, Lasso, and Elastic Net Regression
โข Model Selection and Evaluation Techniques
โข Introduction to Machine Learning and its Relationship to Regression Analysis
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