Linear Regression

Linear Regression

Analytics Vidhya

Linear regression is a regression model which tries to predict the relationship between the dependent variable Y and independent variable X in a linear fashion. Eg: Stock prediction, Insurance amount…...

What is Linear Regression?

Towards Data Science

This tutorial is on the basics of linear regression. It is also a continuation of the Intro to Machine Learning post, “What is Machine Learning?”, which can be found here. Linear regression is one of…...

Linear Regression in Machine Learning

Python in Plain English

1\. Introduction to Linear Regression 1.1. Definition of Linear Regression Linear regression is a fundamental algorithm in machine learning and statistics. It’s a type of predictive modelling techniq...

Simple Linear Regression, Cost Function & Gradient Descent

Analytics Vidhya

Linear regression is a powerful statistical technique and machine learning algorithm used to predict the relationship between two variables or factors usually for continuous data. Linear Regression…

Linear Regression Simplified - Ordinary Least Square vs Gradient Descent

Towards Data Science

What is Linear Regression? Linear regression is a statistical method of finding the relationship between independent and dependent variables. Let us take a simple dataset to explain the linear…

Algorithms From Scratch: Linear Regression

Towards Data Science

Linear Regression is a popular linear Machine Learning algorithm for regression-based problems. It is usually one of the first algorithms that is learnt when first learning Machine Learning, due to…

Linear Regression

Python in Plain English

The Most Friendly Start to Machine Learning When we think about machine learning, it can feel like diving into an ocean of complex math, algorithms, and big words. But what if I told you that one of ...

Linear Regression — Part I

Analytics Vidhya

Linear Regression is a linear approach to model the relationship between a two or more variables by fitting a straight line i.e. linear, to predict the output for the given input data. To research…

Linear Regression

Christophm Interpretable Machine Learning Book

A linear regression model predicts the target as a weighted sum of the feature inputs. The linearity of the learned relationship makes the interpretation easy. Linear regression models have long been ...

Linear Regression Deep Dive

Analytics Vidhya

Linear Regression is one of the simplest and widely used models for regression modeling. It is models the relationship between a continuous, dependent variable Y and independent variable(s) X by…

Linear Regression from Scratch

Towards AI

Linear Regression is a statistical model and a supervised algorithm; we use it to predict linear value, this means that we try to fit a line along with our data and predict the independent variable…

An Introduction to Linear Regression for Beginners

Python in Plain English

In statistics, linear regression is a linear approach for modeling the relationship between a scalar response and one or more explanatory variables (also known as dependent and independent variables…