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Machine Learning using Advanced Algorithms and Visualization in R [Video]
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Random Forest
- The Course Overview
- Random Forest Overview
- Exploring the Vote92 Data Set
- Using a Random Forest Model
- Examining the model
- New Model and Final Results
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Support Vector Machines
- SVM Overview and EDA
- Building an SVM Model
- Examining the Results and Model
- Visualizing a Confusion Matrix
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K-Nearest Neighbor
- Overview of Satellite Data
- Overview of K-Nearest Neighbor
- Using KNN
- Visualizing KNN Results
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Movie Reviews: Working With Text
- Overview of Movie Review Data
- Overview of Document Vectors
- Classifying Document Matrices
- Clustering Documents
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