📚 Syllabus & Course Curriculum
Data Science & Analytics
Module-by-module breakdown of Regression Analysis with Python, from foundations to a certified capstone project.
Outline
What is Regression Analysis? • Importance of Prediction in Data Analysis • Types of Regression with Focus on Linear Concepts • Applications of Regression
Outline
Independent vs Dependent Variables • Understanding Relationships in Data • Basic Data Preparation Concepts • Visualizing Data Trends
Outline
Introduction to Linear Models • Understanding Line of Best Fit • Basic Prediction Concepts • Interpreting Model Output
Outline
Understanding Accuracy and Error • Overfitting and Underfitting Basics • Interpreting Results in Real Context • Improving Model Performance
Outline
Regression in Business, Finance, and Research • Using Regression for Forecasting • Career Path in Data Science and Analytics • Mini Learning Activity / Concept-Based Practice
Earn government-registered certification in Regression Analysis with Python
e-Certificate and e-Marksheet issued on successful completion.
