Pranav Agrawal·Jul 18Gaussian Mixture Models: Guide to Soft ClusteringImagine you’re handed a fish that could be a big salmon or a small tuna. Ask K-means and it will answer instantly, with total confidence…
Mr. Vivek Kumar·Jul 15GMM in Distribution Based Clustering in DetailGaussian Mixture Model (GMM) in Distribution/Model Based Clustering
InData And BeyondbyDr Swarnendu AI·Jun 30You Have Two Coins and You Do Not Know Which One Was Flipped.Two coins, each bent by an unknown amount. Someone flips one of them ten times and writes down the heads, but does not tell you which coin…A response icon1A response icon1
Naren Suri·Jan 14The Geometry of Creation — Part 2Mastering the Five Pillars of Stochastic Machine Learning
AmeerSaleem·May 18, 2025Distribution-based clustering with the Gaussian Mixture ModelExplaining how to group data into Multivariate Gaussian clusters, with an application of the Expectation Maximisation algorithm.
Jim Canary·Feb 5, 2025Mastering Mixture Models: A Detailed Exploration of Gaussian Mixture ModelsHow mixture models capture complex data distributions and why Gaussian Mixture Models are a go-to solution.
T. Dey·Dec 8, 2024Expectation Maximization or EM Algorithm explanation with exampleGiven data for a random variable EM algorithm can be used to estimate the parameters of an assumed probability distribution.
InData And BeyondbyDmytro Iakubovskyi·Nov 27, 2024Deep Learning for Python developers, part 3: demystifying probabilitiesA gentle introduction to probabilities with examples in Python for Bayesian rule, Naive Bayes classifier, Bayesian networks, and…
Tilak Mudgal·Nov 10, 2024Gaussian Mixture Modeling (GMM)When we look at data, it’s often more complex than we initially think. Imagine trying to sort a pile of photos into groups: some photos are…
InPython in Plain EnglishbyJyoti Dabass, Ph.D.·Sep 17, 2024Mastering Music Genres: A Non-Technical Guide to Expectation Maximization and Random Forests in…Do you love music and enjoy discovering new genres? Imagine being able to identify a song’s genre simply by listening to a few seconds of…
