Topics
Weekly learning path
Follow the course week by week, with lectures, practice, and labs in a consistent flow.
Week 1
Regression Analysis
The foundation of predictive analytics. Learn to build, interpret, and test regression models.
45 minOpen topic
View details →Week 2
Advanced Topics in Regression Analysis
Interactions, nonlinear models, log transformations, and cross-validation.
45 minOpen topic
View details →Week 3
Logistic Regression
Predict yes or no. Approve or deny. Stay or churn. Master the art of classification.
60 minOpen topic
View details →Week 4
Classification II: kNN + Naive Bayes
Distance-based and probability-based classifiers with full evaluation.
2 sessions (95–100 min each)Open topic
View details →Week 5
Classification & Regression Trees
Tree-based models for classification and prediction — from intuition to pruning to evaluation.
2 sessions (95-100 min each)Open topic
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