Swayam's Blog
Series

Demystifying Machine Learning

In this series, I'll be teaching machine learning algorithms from scratch. We'll be understanding the mathematics behind each algorithm and then implementing them in Python.

Articles in this series

Demystifying Machine Learning

Nov 19, 20213 min read

Overview Demystifying Machine Learning refers to the series of blogs in which I am going to explain the different algorithms of Machine Learning with...

Demystifying Machine Learning

Linear Regression using Normal Equation

Nov 26, 202111 min read

Overview Linear Regression is the first algorithm in the Demystifying Machine Learning series and in this article we'll be discussing Linear...

Linear Regression using Normal Equation

Linear Regression using Gradient Descent

Dec 3, 202115 min read

Overview This is the second article of Demystifying Machine Learning series, frankly, it is basically the sequel of our previous article where we...

Linear Regression using Gradient Descent

Logistic Regression

Dec 18, 202115 min read

Overview Welcome to the 3rd article of the Demystifying Machine Learning series. In this article, we are going to discuss a supervised classification...

Logistic Regression

Project-1: Cats and Dogs Classification using Logistic Regression

Dec 29, 20213 min read

Overview Welcome to the 4th article of Demystifying Machine Learning series. In this article, we'll be going to make our first project of prediction...

Project-1: Cats and Dogs Classification using Logistic Regression