{"id":24106063,"url":"https://github.com/matte34/amazon-recommendation-system","last_synced_at":"2026-05-09T05:05:06.411Z","repository":{"id":270619902,"uuid":"910656056","full_name":"MattE34/Amazon-Recommendation-System","owner":"MattE34","description":"Item-to-item based recommendation system project using Amazon product data, combining matrix factorization (SVD) and collaborative filtering to predict user ratings and generate top recommendations. To evaluate and optimize the model's accuracy, the following performance metrics were explored: MAE, RMSE, precision, recall, F-measure, and NDCG.","archived":false,"fork":false,"pushed_at":"2025-01-02T16:47:30.000Z","size":15133,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-10T21:17:36.416Z","etag":null,"topics":["collaborative-filtering","jupyter-notebook","matrix-factorization","python3","singular-value-decomposition","sklearn"],"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/MattE34.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":"2025-01-01T00:25:39.000Z","updated_at":"2025-01-05T23:28:07.000Z","dependencies_parsed_at":"2025-01-01T22:30:00.295Z","dependency_job_id":null,"html_url":"https://github.com/MattE34/Amazon-Recommendation-System","commit_stats":null,"previous_names":["matte34/amazon-recommendation-system"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MattE34%2FAmazon-Recommendation-System","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MattE34%2FAmazon-Recommendation-System/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MattE34%2FAmazon-Recommendation-System/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MattE34%2FAmazon-Recommendation-System/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MattE34","download_url":"https://codeload.github.com/MattE34/Amazon-Recommendation-System/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241078859,"owners_count":19905944,"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","jupyter-notebook","matrix-factorization","python3","singular-value-decomposition","sklearn"],"created_at":"2025-01-10T21:17:39.934Z","updated_at":"2026-05-09T05:05:06.382Z","avatar_url":"https://github.com/MattE34.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Amazon Recommendation System\n\nItem-to-item based recommendation system project using Amazon product data, combining matrix factorization (SVD) and collaborative filtering to predict user ratings and generate top recommendations. To evaluate and optimize the model's accuracy, the following performance metrics were explored: MAE, RMSE, precision, recall, F-measure, and NDCG.\n\n## What's included?\n\n### Source Code:\n- *Industrial_and_Scientific_5.json*\n- *final_project.ipynb*\n### Documents:\n- *Data Science Project Report.pdf*\n- *Data Science Project Slides.pdf*\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatte34%2Famazon-recommendation-system","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmatte34%2Famazon-recommendation-system","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmatte34%2Famazon-recommendation-system/lists"}