{"id":22156068,"url":"https://github.com/daniel-furman/audio-classification-lesson","last_synced_at":"2025-07-26T14:38:18.770Z","repository":{"id":134530673,"uuid":"388531591","full_name":"daniel-furman/audio-classification-lesson","owner":"daniel-furman","description":"An audio deep learning mini-lesson from the 2021 DAT/Artathon fellowship. ","archived":false,"fork":false,"pushed_at":"2021-07-22T18:11:41.000Z","size":4874,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-24T14:37:42.380Z","etag":null,"topics":["ai","audio-classification","deep-learning","sound-event-detection","vision-transformer"],"latest_commit_sha":null,"homepage":"https://nbviewer.jupyter.org/github/daniel-furman/RandomDS/blob/main/D_A_%2721_Mini_Lesson_ESC50_Classification.ipynb","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/daniel-furman.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":"2021-07-22T16:39:30.000Z","updated_at":"2021-07-22T18:11:43.000Z","dependencies_parsed_at":"2023-06-17T12:45:29.155Z","dependency_job_id":null,"html_url":"https://github.com/daniel-furman/audio-classification-lesson","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/daniel-furman/audio-classification-lesson","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/daniel-furman%2Faudio-classification-lesson","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/daniel-furman%2Faudio-classification-lesson/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/daniel-furman%2Faudio-classification-lesson/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/daniel-furman%2Faudio-classification-lesson/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/daniel-furman","download_url":"https://codeload.github.com/daniel-furman/audio-classification-lesson/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/daniel-furman%2Faudio-classification-lesson/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267179490,"owners_count":24048354,"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":"2025-07-26T02:00:08.937Z","response_time":62,"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":["ai","audio-classification","deep-learning","sound-event-detection","vision-transformer"],"created_at":"2024-12-02T02:35:13.136Z","updated_at":"2025-07-26T14:38:18.720Z","avatar_url":"https://github.com/daniel-furman.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# DAT/Artathon 2021 Mini-Lesson\n\n---\n\n\u003cimg src=\"esc50.gif\" alt=\"ESC-50 clip preview\" title=\"ESC-50 clip preview\" align=\"right\" /\u003e\n\n\n\nA 15 minute mini-lesson on audio classification with deep learning, originating from the [2021 DAT/Artathon](https://datartathon.com). I am primarily self-taught in this area, and I first got into audio during a Kaggle competition for Sound Event Detection (SED) on natural soundscapes ([BirdCLEF21](https://www.kaggle.com/c/birdclef-2021)).  \n\n* Introduction to audio classification (10 min).\n* Colab notebook demo (5 min). \n  * ESC-50 classification of environmental audio recordings.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdaniel-furman%2Faudio-classification-lesson","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdaniel-furman%2Faudio-classification-lesson","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdaniel-furman%2Faudio-classification-lesson/lists"}