Parag Dhawan

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598 videos

What does the channel Contains? Ans: Channels Basic Contents are focused around Data Science. What is the intent of Creating these Channel? Ans: Sharing Know...

Latest Videos

Hidden Markov Models Explained Theory, Algorithms, and Solved Examples

Neural Networks Explained Theory, Backpropagation, and Solved Examples

Support Vector Machines Explained Theory, Kernels, and Applications

Gaussian Mixture Model Explained Simply GMM for Beginners in Machine Learning

Sequential Forward vs Backward Feature Selection Explained Which One Should You Use

Feature Selection with Branch and Bound Intuition + Example

How Fisher Linear Discriminant Works Within-Class vs Between-Class Variance

How SVD Works Breaking Down Singular Value Decomposition Step-by-Step

How Kernel PCA Transforms Complex Data for Better Machine Learning

How Principal Component Analysis Simplifies Complex Data Quickly

How Linear Classifiers Work Simple Yet Powerful Models Explained

How Quadratic Forms Define Gaussian Decision Boundaries in ML

Gaussian Discriminant Functions Explained with Real Multivariate Examples

How Bayesian Decision Theory Can Improve Your Decisions Foundations of Bayesian Decision Theory

Nearest Neighbour Rule Simple Concept, Big Impact in Machine Learning

Bayesian Classification How Bayesian Classification Works and Why It Matters in Data Science

How Gaussian Classifiers Like LDA, QDA & Naive Bayes Actually Work

Demystifying Mean and Covariance What They Really Tell You About Data

Understanding the Covariance Matrix What It Is & Why It Matters The Covariance Matrix

Mathematical Expectation Explained Clearly for Better Understanding

Outlier Detection Techniques Explained with Simple Treatment Tips Outliers

Data Preprocessing Explained Simply for Smarter Analysis

Estimation Theory Explained Master MLE and MAP Parameter Estimation

Eigenvalues and Eigenvectors Explained Simply for Everyone

How to Master Linear Independence and Rank in Every Matrix Linear Independence & Rank

How Vector Projection Makes Math Way Easier (With Simple Examples) Vector Projection

Understanding Linear Transformations Simple Explanation & Examples

How to Find the Matrix Inverse Step-by-Step Without Confusion

Matrix Algebra Basics Every Pattern Recognition Enthusiast Should Know

How Multivariate Gaussian Distribution Explains Complex Data Patterns Theory and Applications