Professional Certificate in Regression Analysis: Data-Driven Performance
-- ViewingNowThe Professional Certificate in Regression Analysis: Data-Driven Performance is a comprehensive course designed to equip learners with the essential skills required to analyze and interpret complex data sets. This program focuses on regression analysis, a fundamental statistical technique widely used in various industries, including finance, healthcare, and technology.
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โข Introduction to Regression Analysis: Understanding the basics, types, and applications of regression analysis.
โข Data Preprocessing: Data cleaning, transformation, and feature selection for regression analysis.
โข Simple Linear Regression: Modeling the relationship between a dependent variable and a single independent variable.
โข Multiple Linear Regression: Modeling the relationship between a dependent variable and multiple independent variables.
โข Polynomial and Interaction Regression: Extending linear regression to more complex relationships.
โข Logistic Regression: Regression for binary and categorical dependent variables.
โข Assessing Model Fit: Evaluating the quality of a regression model using statistical measures and diagnostics.
โข Model Selection and Regularization: Techniques for selecting the best model and avoiding overfitting.
โข Regression Analysis in R/Python: Practical implementation of regression analysis using popular data science tools.
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