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regression-models

Linear Regression Model with Python

Towards Data Science

Regression models are widely used machine learning tools allowing us to make predictions from data by learning the relationship between features and continuous-valued outcomes. Checking model…

Causal Models for Regression

Towards Data Science

Regression is the most widely implemented statistical tool in the social sciences and readily available in most off-the-shelf software. Because the statistics behind regression is pretty…

A Step-by-Step Guide to Regression Modeling

Better Programming

Regression analysis is a set of statistical processes designed to estimate the relationship between a dependent variable (target, outcome variable, y) and independent variables (predictors, features…

REGRESSION MODEL

Analytics Vidhya

In this article we will see how a regression model is build in Python. First, let us talk about what Regression analysis actually means.. Regression Analysis focuses on relationship between a…

Linear Regression Basics for Absolute Beginners

Towards AI

Regression models are the most popular machine learning models. Regression models are used for predicting target variables on a continuous scale. Regression models find applications in almost every…

What is “linear” regression model?

Towards Data Science

Linear regression model is one of the simplest models in the realms of machine learning and statistics. That being said, linearity assumption behind linear regression is often understood…

Linear Regression with Gradient Descent

Becoming Human: Artificial Intelligence Magazine

In statistical modeling, regression analysis is a set of statistical processes for estimating the relationships among variables. It includes many techniques for modeling and analyzing several…

A Simple Linear Regression Model

Towards Data Science

Regression analysis is a powerful statistical method that enables examination between variables of interest. It can be utilised to assess the strength of the relationship between variables, and…

Linear Regression Models

Towards Data Science

This article discusses the basics of linear regression using Python and SciKit-Learn, including ordinary least squares, ridge, lasso, and elastic-net.

Application of various regression models

Analytics Vidhya

In this project we will cover various Regression models. For this project I have used Auto-MPG dataset from UCI machine learning repository. There are 9 attributes: 1.mpg: continuous 2. cylinders… reg...

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…

Understanding Regression Models

Analytics Vidhya

Linear regression comes from the equation for a line, y=mx+c, where y is the dependent variable which changes according to x, which is the independent variable. C is the y intercept and m is the…