Linear Regression Course
Master linear regression from data prep to predictive modeling, building skills in feature engineering, model selection, diagnostics, and reproducible analysis for data-driven decisions.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This Linear Regression Course guides you step by step from data acquisition and variable design to model building, diagnostics, and prediction. You will clean and transform data, engineer features, select predictors with modern regularization, check assumptions, and compare models. Learn to create accurate forecasts, communicate results clearly, and deliver fully documented, reproducible analyses for real decision-making.
Elevify advantages
Develop skills
- Build robust linear models: select predictors with AIC, BIC, LASSO, and CV.
- Engineer clean features: handle missing data, outliers, and skewed variables fast.
- Diagnose regression fit: test assumptions, detect multicollinearity and influence.
- Interpret model outputs: explain coefficients, uncertainty, and business impact clearly.
- Deliver reproducible analyses: documented code, version control, and clear reports.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students are saying
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