Linear Regression Course
Master linear regression for building real-world models like spending predictions. Learn to clean and engineer data, construct and validate multiple regression models, verify key assumptions, measure uncertainty, and share clear, actionable insights with stakeholders through reproducible processes and workflows.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course takes you through linear regression from gathering data and designing variables to building models, checking diagnostics, and making predictions. You'll learn to prepare and transform data, create features, choose predictors using modern techniques like regularization, verify model assumptions, and evaluate different models. Gain skills to produce reliable forecasts, present findings effectively, and provide fully documented, repeatable analyses for practical decision-making.
Elevify advantages
Develop skills
- Build strong linear models by selecting predictors using AIC, BIC, LASSO, and cross-validation.
- Create clean features quickly by managing missing data, outliers, and skewed variables.
- Diagnose model performance by testing assumptions, spotting multicollinearity, and identifying influential points.
- Interpret results clearly by explaining coefficients, uncertainty levels, and business implications.
- Produce reproducible work with documented code, version control, and straightforward reports.
Suggested summary
Before starting, you can change the chapters and workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
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