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 Analysis
Model Evaluation: Metrics Performance Analysis.
Applications: Spam detection, image recognition. Metrics: Feature Importances, ROC AUC Curves, Precision-Recall Curves, and more...
Decile-Wise Analysis
Model Evaluation: Decile-Based Performance Analysis.
Applications: Spam detection, image recognition. Algorithms: Generates the KS Statistic plot, Generates the Cumulative Gains plot, Generates the Cumulative Gains plot, and more...
Statistical Analysis
Elegant quantitative analysis tools for clear, intuitive, and insightful data visualization and interpretation.
Applications: Selecting the bin width of histograms, Model Selection, Time Series Analysis... Algorithms: Astrostatistics Tools, Tweedie Family, and more...
Array API Support (experimental)
The array API standard and specific compatibility functions for Numpy, CuPy and PyTorch is provided through `array-api-compat`.
Applications: Using the Array API standard to accelerate ML and DL model visualization. Algorithms: and more...
Visualkeras
Visualize Keras (either standalone or included in tensorflow) neural network architectures.
Applications: ANN, CNN, NLP Tasks... Algorithms: Graphical Visualization plot, Layered Visualization plot, and more...