{"id":15665126,"url":"https://github.com/sof3/stat4609-project","last_synced_at":"2025-07-02T08:10:10.964Z","repository":{"id":95593095,"uuid":"349278772","full_name":"SOF3/stat4609-project","owner":"SOF3","description":"STAT4609 project, in collaboration with @jevrii and @kellycyy. Git commit authors do not necessarily represent the actual author.","archived":false,"fork":false,"pushed_at":"2021-05-05T06:24:32.000Z","size":10565,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-20T09:51:19.603Z","etag":null,"topics":["collaborative-filtering","knn","ncf","netflix-prize","recommendation-system","svd"],"latest_commit_sha":null,"homepage":"","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/SOF3.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":"2021-03-19T02:36:33.000Z","updated_at":"2021-05-05T15:36:47.000Z","dependencies_parsed_at":"2023-03-14T19:45:45.758Z","dependency_job_id":null,"html_url":"https://github.com/SOF3/stat4609-project","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/SOF3/stat4609-project","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SOF3%2Fstat4609-project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SOF3%2Fstat4609-project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SOF3%2Fstat4609-project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SOF3%2Fstat4609-project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SOF3","download_url":"https://codeload.github.com/SOF3/stat4609-project/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SOF3%2Fstat4609-project/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263099719,"owners_count":23413626,"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":["collaborative-filtering","knn","ncf","netflix-prize","recommendation-system","svd"],"created_at":"2024-10-03T13:45:02.020Z","updated_at":"2025-07-02T08:10:10.900Z","avatar_url":"https://github.com/SOF3.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# stat4609-project\nThis is the course project conducted by @jevrii, @kellycyy and me.\nThe project studies the [Netflix Prize dataset](https://www.kaggle.com/netflix-inc/netflix-prize-data),\ndeveloping three models (kNN, SVD and NCF) to predict ratings.\n\nThe project report can be found at [report.pdf](./report.pdf).\nCode implementations are found in the following files:\n\n- kNN: `knn_full_submit.ipynb`\n- SVD: `svd_full_submit.ipynb`\n- NCF: `ncf_with_full_dataset.ipynb`\n- GMF: `gmf_with_full_dataset.ipynb`\n\nSince this project is only of technical interest of demonstrating different models,\nwe did not try to push the test RMSE to its best.\nThe best result we obtained was only around $0.87$.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsof3%2Fstat4609-project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsof3%2Fstat4609-project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsof3%2Fstat4609-project/lists"}