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Model Training and Evaluation

Explore methods to train and optimize logistic regression models through grid search and parameter tuning. Understand model evaluation techniques such as ROC curves, sensitivity, and specificity to improve predictions for chronic kidney disease. Learn to interpret model coefficients and effectively communicate results to diverse audiences.

We already know that we have a class imbalance in the dataset, but it isn’t very extreme. We can try with a 40:6040:60 split ...