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Published on February 25, by Rebecca Bevans. Revised on December 14, Linear regression is a regression model that uses a straight line to describe the relationship between variables. It finds the line of best fit through your data by searching for the value of the regression coefficient s that minimizes the total error of the model.

Stay up-to-date. Linear regression is used to predict the value of an outcome variable Y based on one or more input predictor variables X. The aim is to establish a linear relationship a mathematical formula between the predictor variable s and the response variable, so that, we can use this formula to estimate the value of the response Y , when only the predictors X s values are known. The aim of linear regression is to model a continuous variable Y as a mathematical function of one or more X variable s , so that we can use this regression model to predict the Y when only the X is known. This mathematical equation can be generalized as follows:.

Regression analysis is a quantitative research method which is used when the study involves modelling and analysing several variables, where the relationship includes a dependent variable and one or more independent variables. In simple terms, regression analysis is a quantitative method used to test the nature of relationships between a dependent variable and one or more independent variables. The formulae for regression equation would be. Do not be intimidated by visual complexity of correlation and regression formulae above. Linear regression analysis is based on the following set of assumptions:.

Are you looking for fast deep learning modeling? If so, Keras is going to be your natural choice. But there are so many deep learning frameworks available today, and the list is growing very fast—why choose Keras? It also offers a relatively simple API that manages to also offer a lot of flexibility. This makes Keras easy to learn and easy to use.

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