Get started with Simple Linear Regression with One Predictor variable | Not for Beginners Guide скачать в хорошем качестве

Get started with Simple Linear Regression with One Predictor variable | Not for Beginners Guide

#LinearRegression #MSE #MeanSquaredErrors #SSE #SSTO #SSTR #PointEstimator #HypothesisTesting #MaximumLikelihood #LeastSquared Kind of complete introduction to simple linear regression model with one predictor variables. I'll present the fundamental mathematically ideas with theorems and proofs. We'll show how maximum likelihood estimators are almost identical to least squared method. We'll introduce Mean Squared Errors, and compare with the point estimate of the sigma squared term in maximum likelihood. We'll then find confident intervals of the point estimators of parameters, as well as confidence intervals for predicted the new responses. At last we'll construct the F-statistics for testing wether the slope is zero.