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Machine Learning using Advanced Algorithms and Visualization in R

Video Introducing this tutorial

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


Support Vector Machines :
SVM Overview and EDA
Building an SVM Model
Examining the Results and Model
Visualizing a Confusion Matrix


K-Nearest Neighbor :
Overview of Satellite Data
Overview of K-Nearest Neighbor
Using KNN
Visualizing KNN Results


Movie Reviews: Working With Text :
Overview of Movie Review Data
Overview of Document Vectors
Classifying Document Matrices
Clustering Documents
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