{"id":18730162,"url":"https://github.com/wangg12/irls_using_dl_frameworks","last_synced_at":"2025-04-12T17:09:52.980Z","repository":{"id":50530417,"uuid":"86064677","full_name":"wangg12/IRLS_using_DL_frameworks","owner":"wangg12","description":"IRLS(Iterative re-weighted least square)  for Logistic Regression, implemented using tensorflow2.0/pytorch","archived":false,"fork":false,"pushed_at":"2025-04-02T04:14:35.000Z","size":660,"stargazers_count":13,"open_issues_count":0,"forks_count":6,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-04-12T17:09:48.340Z","etag":null,"topics":["irls","logistic-regression","python3","pytorch","tensorflow","tensorflow-2"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/wangg12.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}},"created_at":"2017-03-24T12:16:26.000Z","updated_at":"2025-04-02T04:14:38.000Z","dependencies_parsed_at":"2024-04-29T05:28:31.289Z","dependency_job_id":"48205956-1cc1-492b-8cfb-10dd0531b67a","html_url":"https://github.com/wangg12/IRLS_using_DL_frameworks","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wangg12%2FIRLS_using_DL_frameworks","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wangg12%2FIRLS_using_DL_frameworks/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wangg12%2FIRLS_using_DL_frameworks/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/wangg12%2FIRLS_using_DL_frameworks/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/wangg12","download_url":"https://codeload.github.com/wangg12/IRLS_using_DL_frameworks/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248602313,"owners_count":21131616,"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":["irls","logistic-regression","python3","pytorch","tensorflow","tensorflow-2"],"created_at":"2024-11-07T14:37:20.152Z","updated_at":"2025-04-12T17:09:52.971Z","avatar_url":"https://github.com/wangg12.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# IRLS using DL frameworks\n* IRLS(Iterative re-weighted least square) for Logistic Regression, implemented using\n  * tensorflow \u003c 2.0\n  * tensorflow2.0\n  * pytorch\n  * paddlepaddle\n  * megengine\n\n* Note that IRLS is a second order optimization problem, which is equivalent to Newton's method.\n\n* We show that these DL frameworks can do general matrix based algorithms, and can be accelerated by the power of gpu.\n\n* In this implementation, we use svd to solve pseudo inverse of singular matrices.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwangg12%2Firls_using_dl_frameworks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fwangg12%2Firls_using_dl_frameworks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fwangg12%2Firls_using_dl_frameworks/lists"}