Articles List

For years, deep learning has mainly focused on the Multi-Layer Perceptron architecture as the primary approach. This recipe is already default in our mind, and many people think that this is the only way a neural network works. But what if we flipped that logic entirely? Enter the Kolmogorov-Arnold...

If you're already in the machine learning field long enough, you should know about the Golden Rule of training a model. It is a Bias-Variance Trade-off. We always treat it like divine revelation. For a long time, I never really cared about the theory since I was too busy building things, and I only...

In this article, we’ll walk through a decision tree. A supervised machine learning that is labeled as the “white box,” which means it is easy to understand what happens behind the scenes. Not only will I explain how it works in simple terms, but I will also make it from scratch without any external...

One of the simplest machine learning algorithms is KNN, which stands for K-Nearest Neighbors. It’s a supervised machine learning, meaning the dataset is labeled. If you are new to machine learning, you may wonder how straightforward it is. I can say for ML that being able to do both regression and ...