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UCSD ECE 271A Statistical Learning

Implemented Histogram Estimation, Maximum Likelihood Estimation (MLE), Bayes Estimation, Maximum A Posteriori (MAP) Estimation, and Expectation Maximization (EM) to perform classification on the cheetah dataset.

Ground Truth

image

MLE for 8D Gaussian

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EM Probability of Error

5-1-1

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UCSD ECE 271A Statistical Learning

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