Unsupervised Clustering, Expectation Maximization, Gaussian Mixture Model, K Means Clustering, Tensorflow Probability.
derive closed-form of equation (1) or (2), just as we derived for a case of a single gaussian. Before that, I want to discuss one of the problems that arise in maximizing a mixture of Gaussians using an optimization algorithm like gradient descent. Now assume a scenario as shown in the figure