{"id":22549034,"url":"https://github.com/jeffandyalltogether/mlrecommendationsystem","last_synced_at":"2026-04-05T20:32:53.483Z","repository":{"id":266856959,"uuid":"899545506","full_name":"JeffandyAllTogether/MLrecommendationSystem","owner":"JeffandyAllTogether","description":"project code for a recommendation system for Amazon using collaborative filtering, ranking, and matrix factorization to enhance customer satisfaction and product discovery.","archived":false,"fork":false,"pushed_at":"2024-12-06T14:40:15.000Z","size":5013,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-02T10:13:34.998Z","etag":null,"topics":["eda","matplotlib","pandas","python","scikit-learn","seaborn","tensorflow"],"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/JeffandyAllTogether.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":"2024-12-06T13:44:26.000Z","updated_at":"2024-12-06T14:43:34.000Z","dependencies_parsed_at":"2024-12-06T15:48:04.775Z","dependency_job_id":null,"html_url":"https://github.com/JeffandyAllTogether/MLrecommendationSystem","commit_stats":null,"previous_names":["jeffandyalltogether/mlrecommendationsystem"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JeffandyAllTogether%2FMLrecommendationSystem","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JeffandyAllTogether%2FMLrecommendationSystem/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JeffandyAllTogether%2FMLrecommendationSystem/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/JeffandyAllTogether%2FMLrecommendationSystem/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/JeffandyAllTogether","download_url":"https://codeload.github.com/JeffandyAllTogether/MLrecommendationSystem/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246000766,"owners_count":20707787,"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":["eda","matplotlib","pandas","python","scikit-learn","seaborn","tensorflow"],"created_at":"2024-12-07T16:07:37.902Z","updated_at":"2025-12-30T23:21:12.076Z","avatar_url":"https://github.com/JeffandyAllTogether.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"Objective: Built a recommendation system for Amazon using collaborative filtering, ranking, and matrix factorization to enhance customer satisfaction and product discovery.\n\nApproach: Utilized models such as User-User and Item-Item similarity, along with an optimized SVD matrix factorization model to recommend products based on user ratings and preferences.\n\nSkills and Tools: Python, TensorFlow, Scikit-learn, Pandas, EDA with Matplotlib, Seaborn, and model tuning for optimal accuracy and recall.\n\nAfter running and tuning models, I recommended the SVD model for Amazon due to its superior precision and accuracy, enhancing customer satisfaction and reinforcing Amazon’s position as a go-to platform for product discovery.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjeffandyalltogether%2Fmlrecommendationsystem","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjeffandyalltogether%2Fmlrecommendationsystem","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjeffandyalltogether%2Fmlrecommendationsystem/lists"}