Getting Started with Machine Learning with R [Video]
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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
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Classification
- EDA: mtcars
- Working with Factors
- Scaling Data
- Creating a Classification Model
- Advanced Formulas
- Precision, Recall, and F-Score
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Caret
- Introduction to Caret
- EDA and Preprocessing
- Preparing Test and Train Datasets
- Creating a Model
- Cross Validation
- F-Score