Naive Bayes

1. Overview : PDF Video
2. Bayesian Classification : PDF Video
3. Class Model and the Prior : PDF Video
4. Role of Normalizer : PDF Video
5. Generative vs Discriminative : PDF Video
6. Independence Assumption : PDF Video
7. Mutual vs Conditional Independence : PDF Video
8. Naive Bayes for Real-Valued Data : PDF Video
9. Gaussian Naive Bayes Classifier : PDF Video
10. Example where Naive Bayes Fails : PDF Video
11. Naive Bayes for Spam Detection : PDF Video
12. The Zero-Frequency Problem : PDF Video
13. Missing Values in Naive Bayes : PDF Video

All Slides: PDF 

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