{"id":13474422,"url":"https://github.com/rougier/from-python-to-numpy","last_synced_at":"2025-05-14T04:05:33.011Z","repository":{"id":41465416,"uuid":"73355169","full_name":"rougier/from-python-to-numpy","owner":"rougier","description":"An open-access book on numpy vectorization techniques, Nicolas P. Rougier, 2017","archived":false,"fork":false,"pushed_at":"2025-05-06T05:34:36.000Z","size":42447,"stargazers_count":2083,"open_issues_count":21,"forks_count":343,"subscribers_count":55,"default_branch":"master","last_synced_at":"2025-05-07T22:37:28.887Z","etag":null,"topics":["book","cc-by-nc-sa","numpy","open-access","python","vectorization"],"latest_commit_sha":null,"homepage":"http://www.labri.fr/perso/nrougier/from-python-to-numpy","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/rougier.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE-book.txt","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},"funding":{"github":"rougier"}},"created_at":"2016-11-10T06:55:42.000Z","updated_at":"2025-05-06T05:34:40.000Z","dependencies_parsed_at":"2022-08-05T07:30:25.289Z","dependency_job_id":"51dee95d-53a3-4f19-80af-5a8b0cbe0882","html_url":"https://github.com/rougier/from-python-to-numpy","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rougier%2Ffrom-python-to-numpy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rougier%2Ffrom-python-to-numpy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rougier%2Ffrom-python-to-numpy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rougier%2Ffrom-python-to-numpy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rougier","download_url":"https://codeload.github.com/rougier/from-python-to-numpy/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254067271,"owners_count":22009128,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["book","cc-by-nc-sa","numpy","open-access","python","vectorization"],"created_at":"2024-07-31T16:01:12.224Z","updated_at":"2025-05-14T04:05:32.971Z","avatar_url":"https://github.com/rougier.png","language":"Python","readme":"### From Python to Numpy\nCopyright (c) 2017 Nicolas P. Rougier  \n**License**: [Creative Commons Attribution 4.0 International (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/).  \n**Website**: http://www.labri.fr/perso/nrougier/from-python-to-numpy\n\nThere are already a fair number of books about NumPy\n(see [bibliography](10-bibliography.rst)) and a legitimate question is to\nwonder if another book is really necessary. As you may have guessed by reading\nthese lines, my personal answer is yes, mostly because I think there is room\nfor a different approach concentrating on the migration from Python to NumPy\nthrough vectorization. There are a lot of techniques that you don't find in\nbooks and such techniques are mostly learned through experience. The goal of\nthis book is to explain some of these techniques and to provide an opportunity\nfor making this experience in the process.\n\n![](data/cubes.png)\n","funding_links":["https://github.com/sponsors/rougier"],"categories":["Python","🐍 Python"],"sub_categories":["Data Manipulation with Pandas and Numpy"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frougier%2Ffrom-python-to-numpy","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frougier%2Ffrom-python-to-numpy","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frougier%2Ffrom-python-to-numpy/lists"}