{"id":26014512,"url":"https://github.com/brenonsc/image-recommendation","last_synced_at":"2025-08-17T05:06:18.745Z","repository":{"id":268040547,"uuid":"903187487","full_name":"brenonsc/Image-Recommendation","owner":"brenonsc","description":"Repositório criado com o objetivo de armazenar estudos relacionados a recomendação de de imagens relacionadas por Machine Learning usando TensorFlow e TensorFlow Hub.","archived":false,"fork":false,"pushed_at":"2024-12-14T00:23:56.000Z","size":380,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-06T02:36:14.574Z","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/brenonsc.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":"2024-12-14T00:19:14.000Z","updated_at":"2024-12-14T00:24:00.000Z","dependencies_parsed_at":null,"dependency_job_id":"c874240a-8c9b-43d3-baa7-eb4af7a27abc","html_url":"https://github.com/brenonsc/Image-Recommendation","commit_stats":null,"previous_names":["brenonsc/image-recommendation"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/brenonsc/Image-Recommendation","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brenonsc%2FImage-Recommendation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brenonsc%2FImage-Recommendation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brenonsc%2FImage-Recommendation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brenonsc%2FImage-Recommendation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/brenonsc","download_url":"https://codeload.github.com/brenonsc/Image-Recommendation/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/brenonsc%2FImage-Recommendation/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":270807934,"owners_count":24649346,"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","status":"online","status_checked_at":"2025-08-17T02:00:09.016Z","response_time":129,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":"2025-03-06T02:31:29.840Z","updated_at":"2025-08-17T05:06:18.736Z","avatar_url":"https://github.com/brenonsc.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Image-Recommendation\n\nEste projeto utiliza aprendizado profundo para construir um sistema de recomendação baseado em similaridade de imagens, com uso de TensorFlow e TensorFlow Hub. As imagens são organizadas e processadas para extrair recursos e realizar recomendações. \n\u003cbr\u003e\n\u003cbr\u003e\n\n## Funcionalidades\n\n- **Download e organização de dados:**  \n  Automatiza o download, extração e organização de imagens por categorias.  \n- **Treinamento do modelo:**  \n  Utiliza um modelo pré-treinado do TensorFlow Hub para transfer learning.  \n- **Extração de recursos:**  \n  Gera embeddings das imagens para cálculo de similaridade.  \n- **Sistema de recomendação:**  \n  Recomendação baseada em similaridade usando o índice Annoy.  \n\n## Resultados\n\n- **Treinamento:**  \n  Métricas de acurácia e perda disponíveis nos gráficos.\n  \n- **Recomendação:**  \n  Retorna as 5 imagens mais similares a uma imagem de entrada.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrenonsc%2Fimage-recommendation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbrenonsc%2Fimage-recommendation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbrenonsc%2Fimage-recommendation/lists"}