Plotting UMAP results — umap 0.5.8 documentation - Read the Docs
Plotting UMAP results UMAP is often used for visualization by reducing data to 2-dimensions. Since this is such a common use case the umap package now includes utility routines to make …
How to Use UMAP — umap 0.5.8 documentation - Read the Docs
UMAP is a general purpose manifold learning and dimension reduction algorithm. It is designed to be compatible with scikit-learn, making use of the same API and able to be added to sklearn …
UMAP: Uniform Manifold Approximation and Projection for …
Uniform Manifold Approximation and Projection (UMAP) is a dimension reduction technique that can be used for visualisation similarly to t-SNE, but also for general non-linear dimension …
UMAP for Supervised Dimension Reduction and Metric Learning
While UMAP can be used for standard unsupervised dimension reduction the algorithm offers significant flexibility allowing it to be extended to perform other tasks, including making use of …
Basic UMAP Parameters — umap 0.5.8 documentation - Read the …
UMAP is a fairly flexible non-linear dimension reduction algorithm. It seeks to learn the manifold structure of your data and find a low dimensional embedding that preserves the essential …
Using UMAP for Clustering — umap 0.5.8 documentation - Read …
Our goal is to make use of UMAP to perform non-linear manifold aware dimension reduction so we can get the dataset down to a number of dimensions small enough for a density based …
Interactive Visualizations — umap 0.5.8 documentation - Read the …
Orion encodes bioRxiv paper abstracts to dense vectors with Sentence Transformers and projects them to an interactive 3D visualisation with UMAP. You can filter the UMAP embeddings by …
Gallery of Examples of UMAP usage — umap 0.5.8 documentation
A small gallery collection examples of UMAP usage. Do you have an interesting UMAP plot that uses publicly available data? Submit a pull request to have it added as an example!
Transforming New Data with UMAP — umap 0.5.8 documentation
For more detail on how this can go wrong, and how we can fix it using Parametric UMAP, see Transforming New Data with Parametric UMAP. To demonstrate this functionality we’ll make …
Frequently Asked Questions — umap 0.5.8 documentation - Read …
There is a UMAP implementation for GPU available in the NVIDIA RAPIDS cuML library, so if you need GPU support that is currently the best place to go. Can I add a custom loss function? To …