linear algebra Archives - Machine Learning Site

Understanding Gradient Descent with example

"Optimization is at the heart of machine learning. It is the process of searching through a space of possible models to find one that performs well on a task. It…

1 Comment

April 19, 2023

Understanding Gradient Descent with example

Photo by Codioful (formerly Gradienta) on Pexels.com

Mathematics for Machine Learning

An intuitive understanding of Eigenvalues and Eigenvectors

In this previous post on matrix multiplication, I discussed the geometrical significance of the dot product of matrices and how it represents the linear mapping of vectors. We also realized…

2 Comments

March 30, 2023

An intuitive understanding of Eigenvalues and Eigenvectors

Photo by Moose Photos on Pexels.com

Mathematics for Machine Learning

Understanding matrix multiplication

In my last blog on orthogonal projection, I shared how visualizing mathematical concepts help us understand them better. So, I thought of doing the same with matrix multiplication. Matrix multiplication…

1 Comment

March 17, 2023

Photo by Tibe De Kort on Pexels.com