Learn Data Science with Thabresh Syed Click Here !

Simple Linear Regression - Machine Learning

Machine Learning models, Linear regression


About Linear Regression

Linear regression is an effective and commonly used machine learning algorithm that can be used to predict a continuous target variable based on one or more input features. This method assumes that there is a linear relationship between the input and output variables, and the goal of linear regression is to find a best-fit line that accurately represents this relationship. This line is determined by an intercept term and a slope coefficient, which are derived from the data.

There are two types of linear regression: simple and multiple. Simple linear regression predicts a target variable with only one input feature, while multiple linear regression uses multiple input features. The performance of the model is assessed by metrics such as mean squared error, mean absolute error, and R-squared.

Example Notebook

Let's consider the following notebook for simple Linear regression.


linear regression is a popular machine learning algorithm that is used to predict a continuous target variable based on one or more input features. It is a simple yet powerful algorithm that can provide useful insights and predictions for a variety of problems.
Overall, linear regression is a fundamental and essential tool in the machine learning toolkit and forms the foundation for many other machine learning algorithms.

Related Posts

Thank You So Much for Reading Simple Linear Regression - Machine Learning Article.

Post a Comment

Cookie Consent
We serve cookies on this site to analyze traffic, remember your preferences, and optimize your experience.
It seems there is something wrong with your internet connection. Please connect to the internet and start browsing again.
AdBlock Detected!
We have detected that you are using adblocking plugin in your browser.
The revenue we earn by the advertisements is used to manage this website, we request you to whitelist our website in your adblocking plugin.
Site is Blocked
Sorry! This site is not available in your country.