{"id":51907236,"url":"https://github.com/hyperspy/hyperspy-ml","last_synced_at":"2026-07-27T00:30:42.315Z","repository":{"id":367151450,"uuid":"1279455359","full_name":"hyperspy/hyperspy-ml","owner":"hyperspy","description":"Signal-aware ML workflow package for HyperSpy","archived":false,"fork":false,"pushed_at":"2026-06-24T18:34:37.000Z","size":136,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-24T20:14:52.995Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/hyperspy.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-06-24T17:48:59.000Z","updated_at":"2026-06-24T18:34:42.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/hyperspy/hyperspy-ml","commit_stats":null,"previous_names":["hyperspy/hyperspy-ml"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/hyperspy/hyperspy-ml","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hyperspy%2Fhyperspy-ml","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hyperspy%2Fhyperspy-ml/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hyperspy%2Fhyperspy-ml/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hyperspy%2Fhyperspy-ml/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hyperspy","download_url":"https://codeload.github.com/hyperspy/hyperspy-ml/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hyperspy%2Fhyperspy-ml/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":35932861,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-07-20T02:08:10.276Z","status":"online","status_checked_at":"2026-07-26T02:00:06.503Z","response_time":89,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-07-27T00:30:41.590Z","updated_at":"2026-07-27T00:30:42.302Z","avatar_url":"https://github.com/hyperspy.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# hyperspy-ml\n\nMachine learning extension for [HyperSpy](https://hyperspy.org) — MVA decomposition, blind source separation, and clustering.\n\n[![Tests status](https://github.com/hyperspy/hyperspy-ml/actions/workflows/tests.yml/badge.svg)](https://github.com/hyperspy/hyperspy-ml/actions/workflows/tests.yml)\n[![Documentation status](https://readthedocs.org/projects/hyperspy-ml/badge/?version=latest)](https://hyperspy-ml.readthedocs.io)\n[![codecov](https://codecov.io/gh/hyperspy/hyperspy-ml/graph/badge.svg)](https://codecov.io/gh/hyperspy/hyperspy-ml)\n[![pre-commit.ci status](https://results.pre-commit.ci/badge/github/hyperspy/hyperspy-ml/main.svg)](https://results.pre-commit.ci/latest/github/hyperspy/hyperspy-ml/main)\n[![License: GPL v3](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0)\n\n`hyperspy-ml` provides multivariate analysis capabilities for HyperSpy signals, built on top of `hyperspy-ml-algorithms` and scikit-learn.\n\n## Installation\n\n```bash\npip install hyperspy-ml\n```\n\nFor GPU support:\n\n```bash\npip install hyperspy-ml[gpu]\n```\n\n## Development\n\n```bash\ngit clone https://github.com/hyperspy/hyperspy-ml.git\ncd hyperspy-ml\npip install -e \".[dev]\"\n```\n\n### Pre-commit hooks\n\n```bash\npre-commit install\npre-commit run --all-files\n```\n\nHyperSpy enforces AI attribution standards — `Co-authored-by:` trailers referencing AI tools are blocked by pre-commit. Use `Assisted-by: \u003ctool\u003e:\u003cmodel\u003e` instead.\n\n## License\n\nGNU General Public License v3.0 or later.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhyperspy%2Fhyperspy-ml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhyperspy%2Fhyperspy-ml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhyperspy%2Fhyperspy-ml/lists"}