6:57Hidden Markov Models Explained Theory, Algorithms, and Solved ExamplesParag Dhawan62 views·1 month ago
7:25Neural Networks Explained Theory, Backpropagation, and Solved ExamplesParag Dhawan12 views·1 month ago
8:11Support Vector Machines Explained Theory, Kernels, and ApplicationsParag Dhawan16 views·1 month ago
6:47Gaussian Mixture Model Explained Simply GMM for Beginners in Machine LearningParag Dhawan25 views·1 month ago
7:21Sequential Forward vs Backward Feature Selection Explained Which One Should You UseParag Dhawan31 views·1 month ago
8:16How Fisher Linear Discriminant Works Within-Class vs Between-Class VarianceParag Dhawan10 views·1 month ago
7:25How SVD Works Breaking Down Singular Value Decomposition Step-by-StepParag Dhawan66 views·1 month ago
6:15How Kernel PCA Transforms Complex Data for Better Machine LearningParag Dhawan53 views·1 month ago
7:22Gaussian Discriminant Functions Explained with Real Multivariate ExamplesParag Dhawan24 views·1 month ago
6:36How Bayesian Decision Theory Can Improve Your Decisions Foundations of Bayesian Decision TheoryParag Dhawan112 views·1 month ago
7:17Nearest Neighbour Rule Simple Concept, Big Impact in Machine LearningParag Dhawan20 views·1 month ago
7:30Bayesian Classification How Bayesian Classification Works and Why It Matters in Data ScienceParag Dhawan13 views·1 month ago
6:04How Gaussian Classifiers Like LDA, QDA & Naive Bayes Actually WorkParag Dhawan16 views·1 month ago
7:03Demystifying Mean and Covariance What They Really Tell You About DataParag Dhawan13 views·1 month ago
6:09Understanding the Covariance Matrix What It Is & Why It Matters The Covariance MatrixParag Dhawan11 views·1 month ago
6:17Mathematical Expectation Explained Clearly for Better UnderstandingParag Dhawan12 views·1 month ago
7:02Outlier Detection Techniques Explained with Simple Treatment Tips OutliersParag Dhawan18 views·1 month ago
5:41Estimation Theory Explained Master MLE and MAP Parameter EstimationParag Dhawan21 views·1 month ago
6:09How to Master Linear Independence and Rank in Every Matrix Linear Independence & RankParag Dhawan35 views·2 months ago
7:12How Vector Projection Makes Math Way Easier (With Simple Examples) Vector ProjectionParag Dhawan9 views·2 months ago
6:16Understanding Linear Transformations Simple Explanation & ExamplesParag Dhawan56 views·2 months ago
7:17Matrix Algebra Basics Every Pattern Recognition Enthusiast Should KnowParag Dhawan12 views·2 months ago
6:31How Multivariate Gaussian Distribution Explains Complex Data Patterns Theory and ApplicationsParag Dhawan81 views·2 months ago