Linear Regression in Python Welcome to our introductory course of machine learning, data processing and linear regression in the programming language Python. Our series of educational articles is…

# Linear Regression

Welcome to our introductory course of machine learning, data processing and linear regression in the programming language Python. Our series of educational articles is a good start if you are interested in machine learning and extensive research on this subject, but you have no idea what to do first.

1-D Linear Regression Theory and Code In this article, we’ll examine your first machine learning algorithm of Linear Regression. The term “machine learning” itself may seem mysterious and…

Multiple linear regression and polynomial regression In this article, we will examine the case where we have several input dependent variables. By the way, it is the most…

Gradient Descent Tutorial In this article, we will learn more about gradient descent, since it is widely used in machine learning and is such a general technique that…

L1 vs L2 Regularization We discussed synthesis and retraining in our previous articles. We have seen that even when we add a column of random noise to our…

Generalization of error training and test sets In this lecture, we will discuss our topic in detail after we have already learned the theory and the code of…

Categorical input data In this article, we are going to talk about categorical input data or, in other words, how to deal with things that are not numbers…