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Homework #1 [Bayes Optimal Classifier, Naïve Bayes Classifier, MLE, MAP Estimation] - Machine Learning Course - University of Tehran - Dr. A. Dehaqani, Dr. Tavassolipour

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machinelearning-spring2023-hw1's Introduction

Machine Learning - Assignment #1 - Spring 2023

University of Tehran

Bayes Optimal Classifier, Parametric Estimation

  • Q1: Bayes Optimal Classifier and Cauchy Distribution
  • Q2: Bayes Optimal Classifier and Rayleigh Distribution
  • Q3: Bayes Optimal Decision Boundary on 2D data
  • Q4: Parameter Estimation Using Maximum Likelihood (MLE) & Maximum a-posteriori (MAP)
  • Q5: Gaussian Naive Bayes Classifier
  • Q6: Simple Image Classification Using Pixel Statistics

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