Dimensionality Reduction
Plotting the reducing the number of random variables to consider.
Applications: Visualization, increased efficiency. Algorithms: Plots the 2-dimensional projection of PCA, Plots PCA components’ explained variance ratios, and more...
Metric Performance Evaluation
Model Evaluation: Metrics Performance.
Applications: Spam detection, image recognition. Metrics: Feature Importances, ROC AUC Curves, Precision-Recall Curves, and more...
Decile-wise Performance Evaluation
Model Evaluation: Decile-wise Performance.
Applications: Spam detection, image recognition. Algorithms: Generates the KS Statistic plot, Generates the Cumulative Gains plot, Generates the Cumulative Gains plot, and more...