@Kartavay

Mathematics for Machine Learning #1

Jul 4, 2025 · 6 min read · In this post, my aim is to spread my understanding of the topics I have learned recently about linear algebra. MATRICES Matrices are very cool. You can think of them as some tiny little object holding information about a system of information, this i...

A Tourist's Guide To Machine Learning

Jun 11, 2025 · 2 min read · In this tutorial, I am going to provide a short introduction to the Machine Learning landscape. This will help people who are new to this field. Let’s get into it. Parts of Machine Learning Machine Learning can be broadly classified into 2 parts: Su...

Softmax Activation Function

Jun 10, 2025 · 3 min read · This is a cool, gentle intro to the Softmax Activation function. Softmax in Machine Learning is used for multi-class classification. Before it, we used logistic regression to classify an example into one of the two classes. But logistic regression wa...

Exponentially Weighted Moving Averages in ML

Jun 9, 2025 · 3 min read · In this post, I am going to pass on my understanding of moving averages. I just learned it today, so there are possibilities of errors. So, this is the basic formula of moving averages, but it does not look like an average. If you know the formula fo...

A Simple Intro To Recommender Systems

Jun 6, 2025 · 6 min read · In this short article, I will just try to pass on my understanding of Recommender Systems. This is going to be a very basic one. Intro Recommender systems are used in many scenarios these days, from books that you read to the movies that you watch un...