Stochastic Processes and Optimization in Machine Learning – 12/05/2026
Parametric & Non-Parametric Classification:
1. A Non-Parametric Classifier: K-Nearest Neighbors- KNN
2. Statistical Evaluation of Binary Classification: Confusion Matrix, ROC, AUC
3. Parametric Probabilistic Classifiers: MLE & MAP Estimation, Bayes& Naive Bayes Classifiers
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