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Getting Started with Machine Learning with R

Linear Regression: Predicting Arrests :
The Course Overview
Your R Environment
Exploring the US Arrests Dataset
Creating Test and Train Datasets
Creating a Linear Regression Model
Scoring on the Test Set
Plotting the Test Results


Classification :
EDA: mtcars
Working with Factors
Scaling Data
Creating a Classification Model
Advanced Formulas
Precision, Recall, and F-Score


Caret :
Introduction to Caret
EDA and Preprocessing
Preparing Test and Train Datasets
Creating a Model
Cross Validation
F-Score

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