25 - 29 May 2025
Cairo (Egypt)
Hotel : Holiday Inn & Suites Cairo Maadi, an IHG Hotel
Cost : 3575 € Euro
The "Foundations of Data and Models: Regression Analytics" training program is designed to provide participants with a solid understanding of the fundamental concepts and techniques used in regression analysis. The program will cover the theory and practical applications of various regression models, including linear and nonlinear regression, as well as advanced techniques such as regularization and model selection.
Understand the theory and assumptions underlying different types of regression models
Learn how to fit, interpret, and evaluate regression models using real-world data
Gain hands-on experience with popular software tools for regression analysis
Develop the ability to critically evaluate the assumptions and limitations of regression models
Learn how to use regression models to make predictions and draw inferences about relationships between variables
This program is intended for professionals who are interested in learning more about regression analysis, including data analysts, statisticians, data scientists, and researchers.
Day 1:
Introduction to Regression Analysis
Overview of the course and the concepts of regression analysis
Simple linear regression
Assumptions and limitations of linear regression
Day 2:
Multiple Linear Regression
Multiple linear regression
Interaction terms and polynomial regression
Model selection and evaluation
Day 3:
Nonlinear Regression
Nonlinear regression
Logistic regression
Generalized linear models
Day 4:
Advanced Regression Techniques
Regularization techniques (Ridge, Lasso, Elastic Net)
Model selection and evaluation
Day 5:
Applications and Case Studies
Hands-on exercises using real-world data
Use of regression models in different fields
Interpretation and drawing inferences from regression models