PAIR-code / understanding-umap
Understanding the theory behind UMAP
☆171Updated 4 months ago
Alternatives and similar repositories for understanding-umap:
Users that are interested in understanding-umap are comparing it to the libraries listed below
- Uniform Manifold Approximation with Two-phase Optimization (IEEE VIS 2022 short)☆107Updated 4 months ago
- Hierarchical Uniform Manifold Approximation and Projection☆233Updated last month
- Explaining dimensionality results using SHAP values☆54Updated 3 months ago
- A spectral method for assessing and combining multiple data visualizations☆49Updated last year
- Parametric UMAP embeddings for representation and semisupervised learning. From the paper "Parametric UMAP: learning embeddings with deep…☆150Updated 4 years ago
- A Python Library for Evaluating the Reliability of Dimensionality Reduction Embeddings☆36Updated 6 months ago
- Self-Supervised Noise Embeddings (Self-SNE)☆158Updated 2 weeks ago
- TriMap: Large-scale Dimensionality Reduction Using Triplets☆312Updated 2 years ago
- PaCMAP: Large-scale Dimension Reduction Technique Preserving Both Global and Local Structure☆660Updated last month
- Vectorizers for a range of different data types☆101Updated 2 months ago
- ☆23Updated 3 years ago
- Embedding Vector Oriented Clustering☆134Updated last week
- ☆63Updated 5 years ago
- Density-preserving data visualization tools den-SNE and densMAP☆110Updated 3 years ago
- Here we address the global structure preservation by tSNE and UMAP☆48Updated 5 years ago
- Dimensionality reduction in very large datasets using Siamese Networks☆332Updated 6 months ago
- Minimum-distortion embedding with PyTorch☆545Updated last year
- Systematically learn and evaluate manifolds from high-dimensional data☆97Updated last year
- Noise-Contrastive Visualization☆55Updated last year
- ☆33Updated 2 years ago
- A fast multi-core implementation of HDBSCAN for low dimensional Euclidean spaces☆109Updated 3 weeks ago
- The mammoth-dataset, a commonly used example for dimensionality reduction techniques.☆34Updated 5 years ago
- An extended package for clustering similarity☆64Updated 3 months ago
- TARDIS: Topological Algorithms for Robust DIscovery of Singularities☆41Updated last year
- General-purpose dimensionality reduction and manifold learning tool based on Variational Autoencoder, implemented in TensorFlow.☆158Updated 3 months ago
- Algorithmically create or extend categorical colour palettes☆215Updated 2 months ago
- Visualization Tool for Mapping Out Researchers using Natural Language Processing☆52Updated 11 months ago
- Contrastive PCA☆210Updated 5 months ago
- An interactive UMAP visualization of the MNIST data set.☆103Updated 2 years ago
- Hyperbolic PCA via Horospherical Projections☆70Updated last year