Regression Analysis for Statistics & Machine Learning in R

Regression Analysis for Statistics & Machine Learning in R

Coupon Details

Regression Analysis for Statistics & Machine Learning in R

Regression Analysis for Statistics & Machine Learning in R, Learn Complete Hands-On Regression Analysis for Practical Statistical Modelling and Machine Learning in R

Created by Minerva Singh

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What you'll learn
  • Implement and infer Ordinary Least Square (OLS) regression using R
  • Apply statistical and machine learning based regression models to deals with problems such as multicollinearity
  • Carry out variable selection and assess model accuracy using techniques like cross-validation
  • Implement and infer Generalized Linear Models (GLMS), including using logistic regression as a binary classifier
  • Build machine learning based regression models and test their robustness in R
  • Learn when and how machine learning models should be applied
  • Compare different different machine learning algorithms for regression modelling

Requirements
  • Should have prior experience of working with R and RStudio
  • Should have basic knowledge of statistics
  • Should have prior experience of using simple linear regression modelling
  • Should have interest in building on the previous concepts to learn which regression models are applicable under different circumstances
  • Should have an interest in learning the machine learning based regression models in R

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