Classification Fundamentals
Section outline
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- Decision trees, Naïve Bayes, Logistic regression
- Supervised vs unsupervised learning
RReading
- Han, Kamber & Pei (Ch. 6)
- Shmueli et al., Data Mining for Business Analytics (Ch. 4)
- Lab: Implementing decision trees & Naïve Bayes in Python/R
- Case Study: Credit scoring with classification