Reference/Inspiration: Pattern Recognition and Machine Learning by Christopher M. Bishop. Chapter 9, Figure 9.1.
Dataset: Old Faithful dataset
Model: K-means Clustering
Algorithm: Successive optimization. A simple case of Expectation-Maximization algorithm.
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Clusterning Handwritten Digits using Mixture of Bernoulli Distributions
My foray into generative models
The intent of this blog is to summarize and document a personal project I did after completion of a “specialization” on Machine Learning on Coursera platform. This blog documents application of Bernoulli Mixture Models to unsupervised learning of handwritten digits dataset.
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