{"id":23382299,"url":"https://github.com/rainoffallingstar/deeplearing_tensorflow_shiny","last_synced_at":"2026-06-24T22:31:23.968Z","repository":{"id":268993515,"uuid":"708824125","full_name":"rainoffallingstar/deeplearing_tensorflow_shiny","owner":"rainoffallingstar","description":null,"archived":false,"fork":false,"pushed_at":"2024-12-20T10:02:44.000Z","size":35481,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-08T08:49:22.165Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"R","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/rainoffallingstar.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":"2023-10-23T13:17:07.000Z","updated_at":"2024-12-20T10:02:48.000Z","dependencies_parsed_at":"2025-04-08T08:55:27.542Z","dependency_job_id":null,"html_url":"https://github.com/rainoffallingstar/deeplearing_tensorflow_shiny","commit_stats":null,"previous_names":["rainoffallingstar/deeplearing_tensorflow_shiny"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/rainoffallingstar/deeplearing_tensorflow_shiny","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rainoffallingstar%2Fdeeplearing_tensorflow_shiny","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rainoffallingstar%2Fdeeplearing_tensorflow_shiny/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rainoffallingstar%2Fdeeplearing_tensorflow_shiny/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rainoffallingstar%2Fdeeplearing_tensorflow_shiny/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rainoffallingstar","download_url":"https://codeload.github.com/rainoffallingstar/deeplearing_tensorflow_shiny/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rainoffallingstar%2Fdeeplearing_tensorflow_shiny/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34752465,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-24T02:00:07.484Z","response_time":106,"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":"2024-12-21T21:19:30.122Z","updated_at":"2026-06-24T22:31:23.942Z","avatar_url":"https://github.com/rainoffallingstar.png","language":"R","funding_links":[],"categories":[],"sub_categories":[],"readme":"### Deep learning tensorflow shiny \n\n#### 文件构架：\n|- app.R\n\n|- data (默认调用本地文件夹名，内应含已处理好的train、validatation文件夹)\n\n|-- train （按文件夹名分类放置）\n\n|-- validation\n\n|-- test_{分类名} （默认调用测试文件夹序列，内置默认全分类的空文件夹，及测试对象的文件）\n\n|- model （默认保存和调用的训练模型文件，以模型名称命名文件夹）\n\n#### workfow\n\n1. 随机划分测试集患者序列\n2. 按标签汇总文件，并进行训练集和测试集的增强 （此1-2步骤目前需要另外处理完成，按文件架构处理放置后，使用本shiny应用进行）\n3. 设置训练过程参数，如epoch\n4. 记录结果\n\n#### roadmap\n- 目前完善支持二分类，多分类的测试计算可能需要增强\n- 更多的功能，如单个测试模型结果可视化部署或grad-cam等\n- 对前处理的支持和引入","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frainoffallingstar%2Fdeeplearing_tensorflow_shiny","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frainoffallingstar%2Fdeeplearing_tensorflow_shiny","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frainoffallingstar%2Fdeeplearing_tensorflow_shiny/lists"}