Parametric Methods

PyTorch Lightning-based parametric dimensionality reduction and neural network models.

Base classes.

• Parametric - Base class for parametric methods with unified fit() API

Spectral methods.

• SpectralMap - Spectral mapping with eigenvector optimization
• SpectralAutoencoder - Spectral autoencoder
• SpectralNet - Spectral clustering via neural networks

Autoencoders and VAE.

• Autoencoder - Standard autoencoder
• VariationalAutoencoder - Variational autoencoder

Regression and specialized models.

• RegressionProbabilistic - Probabilistic regression
• ElasticLinear - Elastic linear regression

Knowledge distillation.

• Distiller - Knowledge distillation framework

Optimizer configuration.

• optimizer - Optimizer configuration utilities