{"id":17695601,"url":"https://github.com/florensadimer/snoring_detector_deep_learning","last_synced_at":"2026-04-19T19:32:18.338Z","repository":{"id":258693598,"uuid":"874366882","full_name":"FlorensaDimer/snoring_detector_deep_learning","owner":"FlorensaDimer","description":"Este projeto contém um modelo de deep learning baseado em um tutorial do TensorFlow para identificar sons de ronco (snoring) e não ronco (not snoring). Desenvolvido como parte de um projeto de pesquisa na PUCRS, que visa auxiliar na análise de distúrbios do sono.","archived":false,"fork":false,"pushed_at":"2024-10-23T21:44:05.000Z","size":77535,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-10-25T09:48:58.822Z","etag":null,"topics":["deep-learning","health","keras","python","snoring","spectrogram","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/FlorensaDimer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-10-17T17:43:03.000Z","updated_at":"2024-10-23T21:44:11.000Z","dependencies_parsed_at":"2024-12-12T16:40:26.291Z","dependency_job_id":null,"html_url":"https://github.com/FlorensaDimer/snoring_detector_deep_learning","commit_stats":{"total_commits":24,"total_committers":1,"mean_commits":24.0,"dds":0.0,"last_synced_commit":"ab55853e19daaf1dade9baee8365ff56d7f8de00"},"previous_names":["florensadimer/snoring","florensadimer/deep_learning_snoring_detector"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FlorensaDimer%2Fsnoring_detector_deep_learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FlorensaDimer%2Fsnoring_detector_deep_learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FlorensaDimer%2Fsnoring_detector_deep_learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FlorensaDimer%2Fsnoring_detector_deep_learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/FlorensaDimer","download_url":"https://codeload.github.com/FlorensaDimer/snoring_detector_deep_learning/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246395572,"owners_count":20770240,"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":["deep-learning","health","keras","python","snoring","spectrogram","tensorflow"],"created_at":"2024-10-24T14:06:15.250Z","updated_at":"2026-04-19T19:32:18.333Z","avatar_url":"https://github.com/FlorensaDimer.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Detector de ronco com aprendizado profundo \r\n\r\n[![Repo Size](https://img.shields.io/github/repo-size/FlorensaDimer/snoring)](https://github.com/FlorensaDimer/snoring)\r\n[![Last Commit](https://img.shields.io/github/last-commit/FlorensaDimer/snoring)](https://github.com/FlorensaDimer/snoring_detector_deep_learning/graphs/commit-activity)\r\n[![Banner](assets/banner.png)](https://github.com/FlorensaDimer/snoring)\r\n\r\n\r\n\u003e Este projeto contém um modelo de deep learning baseado em um [tutorial do TensorFlow](https://www.tensorflow.org/tutorials/audio/simple_audio?hl=pt-br) para identificar sons de ronco (snoring) e não ronco (not snoring). Desenvolvido como parte de um projeto de pesquisa na PUCRS, ele visa auxiliar na análise de distúrbios do sono.\r\n\r\n### Tecnologias\r\n[![Python](https://img.shields.io/badge/Python-FFD43B?style=for-the-badge\u0026logo=python\u0026logoColor=blue)](https://docs.python.org/pt-br/3.12/whatsnew/3.12.html)\r\n[![TensorFlow](https://img.shields.io/badge/TensorFlow-FF6F00?style=for-the-badge\u0026logo=tensorflow\u0026logoColor=white)](https://www.tensorflow.org/tutorials/audio/simple_audio?hl=pt-br)\r\n[![Keras](https://img.shields.io/badge/Keras-FF0000?style=for-the-badge\u0026logo=keras\u0026logoColor=white)](https://keras.io/guides/sequential_model/)\r\n[![Jupyter](https://img.shields.io/badge/Jupyter-F37626.svg?\u0026style=for-the-badge\u0026logo=Jupyter\u0026logoColor=white)](https://jupyter.org/documentation)\r\n\r\n### Processo de desenvolvimeno utilizando Crisp-DM\r\n\r\nO projeto ainda está em desenvolvimento e as próximas atualizações serão voltadas para as seguintes tarefas:\r\n\r\n- [x] Business Understanding\r\n- [] Data Understanding\r\n- [] Data Preparation\r\n- [] Data Understanding (Again)\r\n- [] Modeling\r\n- [] Evaluation\r\n- [] Deployment\r\n- [] Conclusion\r\n\r\n\r\n## 🚀 Instalando snoring\r\n\r\nPara instalar o snoring, siga estas etapas:\r\n\r\n### 💻 Pré-requisitos\r\n\r\nAntes de começar, verifique se você atendeu aos seguintes requisitos:\r\n\r\n- Você leu [Tensorflow: Reconhecimento de áudio simples](https://www.tensorflow.org/tutorials/audio/simple_audio?hl=pt-br).\r\n- Instalou o Visual Studio Code com a extensão do Jupyter.\r\n- Instalou o Python 3.12.6 na sua máquina.\r\n\r\n### 🪟 Instalação no Windows:\r\n\r\n1. Clone o repositório:\r\n    ```bash\r\n    git clone https://github.com/FlorensaDimer/snoring.git\r\n    cd snoring\r\n    ```\r\n2. Crie e ative o ambiente virtual (.venv):\r\n    ```bash\r\n    python -m venv .venv\r\n    .venv\\Scripts\\activate\r\n    ```\r\n3. Instale as dependências:\r\n    ```bash\r\n    pip install -r requirements.txt\r\n    ```\r\n3. Abra o projeto no Visual Studio Code:\r\n    - Na pasta do repositório, abra o VS Code:\r\n    ```bash\r\n    code .\r\n    ```\r\n    - Selecione o kernel do Jupyter usando a ```.venv``` que você criou.\r\n5. Execute o notebook:\r\n    - Abra o notebook desejado e selecione a ```.venv``` como o ambiente Python.\r\n\r\n\r\n## 🤝 Colaboradores\r\n\r\nAs pessoas que contribuíram para este projeto:\r\n\r\n\u003ctable\u003e\r\n  \u003ctr\u003e\r\n    \u003ctd align=\"center\"\u003e\r\n      \u003ca href=\"https://github.com/FlorensaDimer\" title=\"Florensa Dimer\"\u003e\r\n        \u003cimg src=\"https://avatars.githubusercontent.com/u/39315494?s=96\u0026v=4\" width=\"100px;\" alt=\"Foto de Florensa Dimer no GitHub\"/\u003e\u003cbr\u003e\r\n        \u003csub\u003e\r\n          \u003cb\u003eFlorensa Dimer\u003c/b\u003e\r\n        \u003c/sub\u003e\r\n      \u003c/a\u003e\r\n    \u003c/td\u003e\r\n  \u003c/tr\u003e\r\n\u003c/table\u003e\r\n\r\n## 📝 Licença\r\n\r\nEsse projeto está sob licença. Veja o arquivo [LICENÇA](LICENSE) para mais detalhes.\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fflorensadimer%2Fsnoring_detector_deep_learning","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fflorensadimer%2Fsnoring_detector_deep_learning","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fflorensadimer%2Fsnoring_detector_deep_learning/lists"}