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Getting Started with Machine Learning with R
Linear Regression: Predicting Arrests
The Course Overview (1:56)
Your R Environment (3:16)
Exploring the US Arrests Dataset (5:01)
Creating Test and Train Datasets (3:49)
Creating a Linear Regression Model (3:46)
Scoring on the Test Set (5:28)
Plotting the Test Results (4:14)
Classification
EDA: mtcars (3:26)
Working with Factors (4:27)
Scaling Data (4:09)
Creating a Classification Model (2:30)
Advanced Formulas (3:48)
Precision, Recall, and F-Score (5:19)
Caret
Introduction to Caret (2:32)
EDA and Preprocessing (10:59)
Preparing Test and Train Datasets (3:07)
Creating a Model (3:07)
Cross Validation (3:32)
F-Score (6:00)
EDA: mtcars
Complete and Continue