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Tutorial : Concept of Linearity in Linear Regression
This Tutorial talks about basics of Linear regression by discussing in depth about the concept of Linearity and Which type of linearity is desirable. What is the meaning of the term Linear ? In Linear...
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Tutorial : Linear Regression Construct
In this tutorial we will discuss about structure of Linear regression and how a Linear regression Equation is constructed for 2 variable model. Please go through the Tutorial on Concept of Linearity...
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R Tutorial : Basic 2 variable Linear Regression
In this tutorial we will try our hands on a very basic 2 variable linear regression using R. We will also learn how to interpret output given by R and tryout various visualizations required for...
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R Tutorial : Multiple Linear Regression
This tutorial goes one step ahead from 2 variable regression to another type of regression which is Multiple Linear Regression. We will go through multiple linear regression using an example in R...
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R Tutorial : Residual Analysis for Regression
In this tutorial we will learn a very important aspect of analyzing regression i.e. Residual Analysis. Residual Analysis is a very important tool used by Data Science experts , knowing which will turn...
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R Tutorial : How to use Diagnostic Plots for Regression Models
In this tutorial we will discuss about effectively using diagnostic plots for regression models using R and how can we correct the model by looking at the diagnostic plots. In the last article R...
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R Tutorial : Interpretation of R Squared and Adjusted R Squared in Regression
This tutorial talks about interpretation of the most fundamental measure reported for models which is R Squared and Adjusted R Squared. We will try to give a clear guidelines for interpreting R...
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R Tutorial : How to interpret F Statistic in Regression Models
In this tutorial we will learn how to interpret another very important measure called F-Statistic which is thrown out to us in the summary of regression model by R. We have already seen R Tutorial :...
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Tutorial : Beginner to advanced machine learning in 15 hour Videos
This tutorial is a set of 15 hour videos by acclaimed experts in the area of machine learning and statistics from Stanford. It is suitable for Beginners as well as experts In January 2014, Stanford...
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Introduction to Classification Problems in Machine Learning
In this tutorial we will talk in brief about a class of Machine learning problems – Classification Problems. We will try to establish the concept of classification and why they are so important. In...
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