Tag Archives: R Regression

Machine Learning Mastery: A Practical approach to Simple Linear Regression using R

A Practical approach to Simple Linear Regression using R   Simple Linear Regression is a statistical method that allows us to summarize and study relationships between two continuous (quantitative) variables. One variable denoted x is regarded as an independent variable and other one denoted y is regarded as a dependent variable. It is assumed that …

Machine Learning Mastery: Locally weighted Linear Regression

Locally weighted Linear Regression   Linear regression is a supervised learning algorithm used for computing linear relationships between input (X) and output (Y). The steps involved in ordinary linear regression are: Training phase: Compute  to minimize the cost. Predict output: for given query point , As evident from the image below, this algorithm cannot be used for making predictions …

Machine Learning Mastery: Simple Linear-Regression using R

Simple Linear-Regression using R   Linear Regression : It is a commonly used type of predictive analysis. It is a statistical approach for modelling relationship between a dependent variable and a given set of independent variables. There are two types of linear regression. Simple Linear Regression Multiple Linear Regression   Let’s discuss Simple Linear regression …

End-to-End Machine Learning: Boston House Price Prediction in R

End-to-End Machine Learning: Boston House Price Prediction in R Boston House Price Prediction is a machine learning task that involves predicting the median value of owner-occupied homes in Boston, Massachusetts, based on certain characteristics such as the number of rooms, the crime rate, and the distance to employment centers. Understanding the value of houses can …

End-to-End Machine Learning: Abalone Prediction in R

End-to-End Machine Learning: Abalone Prediction in R Abalone prediction is a machine learning task that involves identifying the age of an abalone, which is a type of sea snail, based on certain characteristics such as the abalone’s length, diameter, height, and weight. Understanding the age of the abalone can be useful for both the commercial …