Mathematics For Machine Learning: Mathematical Intuition Basics
Mathematics is the core of many sciences, including machine learning and data science. But how exactly does it help us ...
Tag: Regression
[In Depth] Deep Learning: Introduction To Artificial Neural Networks (ANNs)
In our previous tutorials, we explored different machine-learning tools to solve problems like predicting house prices or classifying emails. But ...
[In Depth] Nearest Neighbors: Concept And Application
In this tutorial, we will learn our next machine-learning model called nearest neighbors (NN), known as k-nearest Neighbors (k-NN). It ...
A Beginner’s Guide to Data Preprocessing In ML
Welcome to a beginner's guide to data preprocessing in machine learning. In the previous few tutorials, we saw some basic ...
[In Depth] Stochastic Gradient Descent: Concept And Application
If you have been following my previous tutorials, you must be familiar with other optimization techniques to solve ML problems. ...
[In Depth] Linear Regression: Concept And Application
Imagine you are a real estate agent trying to estimate the price of a house based on its size. You've ...
[In Depth] Decision Trees: Concept And Application
In this post, we will learn about our next machine-learning algorithm, Decision Trees. Imagine you're trying to decide what movie ...