Transformations

Transformations

Notes

Singular Value Decomposition (SVD)

Differentiable

Latent Dirichlet Allocation (LDA)

Not differentiable

Non-negative Matrix Factorization (NMF)

Not differentiable

Uniform Manifold Approximation and Projection (UMAP)

Not differentiable

Pooling Word Vectors

Applies to word embeddings only
Reduces word-level vectors to document-level
Pool options include max, min, mean, first, and last
Defaults to max