{"id":23139510,"url":"https://github.com/jmisilo/classification-playground","last_synced_at":"2025-04-04T10:12:46.424Z","repository":{"id":175620502,"uuid":"534641592","full_name":"jmisilo/classification-playground","owner":"jmisilo","description":null,"archived":false,"fork":false,"pushed_at":"2022-09-11T08:18:43.000Z","size":372,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-09T20:36:10.445Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","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/jmisilo.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":"2022-09-09T12:53:16.000Z","updated_at":"2022-09-10T21:16:01.000Z","dependencies_parsed_at":null,"dependency_job_id":"cd2ff465-214b-43c2-994f-cc9b2c56cfe0","html_url":"https://github.com/jmisilo/classification-playground","commit_stats":null,"previous_names":["jmisilo/classification-playground"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jmisilo%2Fclassification-playground","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jmisilo%2Fclassification-playground/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jmisilo%2Fclassification-playground/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jmisilo%2Fclassification-playground/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jmisilo","download_url":"https://codeload.github.com/jmisilo/classification-playground/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247157287,"owners_count":20893221,"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":"2024-12-17T13:14:20.220Z","updated_at":"2025-04-04T10:12:46.417Z","avatar_url":"https://github.com/jmisilo.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## Classification Playground\n\nThe goal of the project was to implement a very simple model for the classification of datasets from sklearn. [W\u0026B](wandb.ai) was used to optimize hyperparameters. The model has been implemented using [PyTorch](https://pytorch.org/). I used datasets generated with `make_blobs` and `make_moons` methods. Both were trained at the same time, using only my Notebook with CPU. Times:\n\n- **Moons** - 12min 28s\n- **Blobs** - 11min 56s\n\nModels' max accuracy on the validation sets:\n\n- **Moons** - 99.33%\n- **Blobs** - 91.33%\n\nDetailed results of training process:\n\n- [**Moons runs**](https://wandb.ai/jmisilo/classification-playground-moons-sweep?workspace=user-jmisilo)\n- [**Blobs runs**](https://wandb.ai/jmisilo/classification-playground-blobs-sweep?workspace=user-jmisilo)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjmisilo%2Fclassification-playground","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjmisilo%2Fclassification-playground","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjmisilo%2Fclassification-playground/lists"}