{"id":17036223,"url":"https://github.com/lorey/incremental-learning-with-scikit-learn","last_synced_at":"2025-10-07T06:05:26.957Z","repository":{"id":173598347,"uuid":"650832864","full_name":"lorey/incremental-learning-with-scikit-learn","owner":"lorey","description":"Documenting incremental learning with partial_fit","archived":false,"fork":false,"pushed_at":"2024-06-18T00:31:10.000Z","size":9,"stargazers_count":0,"open_issues_count":2,"forks_count":1,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-15T08:55:05.499Z","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":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/lorey.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2023-06-07T23:00:27.000Z","updated_at":"2024-12-27T07:04:22.000Z","dependencies_parsed_at":null,"dependency_job_id":"182dd92f-01d2-4bb9-9791-02184d339d59","html_url":"https://github.com/lorey/incremental-learning-with-scikit-learn","commit_stats":null,"previous_names":["lorey/incremental-learning-with-scikit-learn"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorey%2Fincremental-learning-with-scikit-learn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorey%2Fincremental-learning-with-scikit-learn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorey%2Fincremental-learning-with-scikit-learn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lorey%2Fincremental-learning-with-scikit-learn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lorey","download_url":"https://codeload.github.com/lorey/incremental-learning-with-scikit-learn/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245031351,"owners_count":20549913,"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":[],"created_at":"2024-10-14T08:49:45.437Z","updated_at":"2025-10-07T06:05:21.923Z","avatar_url":"https://github.com/lorey.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Incremental Learning with scikit-learn\n\nThis repo implements incremental learning with scikit-learn\nby using a sample dataset containing a concept drift,\ni.e. a target variable that changes its meaning over time.\n\n### Scenario\n\nUsers choose items they like. While they reject everything in the beginning `f(g)=0`,\na regular pattern emerges over time `f(g)=-x`.\n\nI used this sample to understand the effects of `partial_fit`\nwith respect to both fitting time and quality of the training.\n\n### Methods\n\n- `partial_all`: partial_fit on all data until this point\n- `partial_step`: partial_fit on batch data\n- `full_step`: regular fit on batch data (ignores all previous samples!)\n- `full_all`: regular fit on all data until this point\n\nPS: Please be aware that I have no idea what I'm doing.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Florey%2Fincremental-learning-with-scikit-learn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Florey%2Fincremental-learning-with-scikit-learn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Florey%2Fincremental-learning-with-scikit-learn/lists"}