{"library":"umap-learn","type":"library","category":null,"description":"UMAP (Uniform Manifold Approximation and Projection) is a general-purpose manifold learning and dimensionality reduction algorithm. It constructs a high-dimensional graph and then searches for a low-dimensional projection of the data that has the closest possible equivalent fuzzy topological structure. The current version is 0.5.12, with a release cadence that includes frequent patch releases and minor updates.","language":"python","status":"active","version":"0.5.12","tags":["dimensionality reduction","manifold learning","unsupervised learning","data visualization","machine learning"],"last_verified":"Wed May 20","install":[{"cmd":"pip install umap-learn","imports":["import umap\nreducer = umap.UMAP()","from umap import UMAP"]}],"homepage":"https://umap-learn.readthedocs.io","github":"http://github.com/lmcinnes/umap","docs":null,"changelog":null,"pypi":"https://pypi.org/project/umap-learn/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":45,"avg_install_s":12.9,"avg_import_s":42.24,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/umap-learn/compatibility"}}