{"id":20173012,"url":"https://github.com/humansignal/label-studio-ml-tutorial","last_synced_at":"2025-03-03T04:41:37.143Z","repository":{"id":183352728,"uuid":"644150943","full_name":"HumanSignal/label-studio-ml-tutorial","owner":"HumanSignal","description":"Label Studio ML Tutorial","archived":false,"fork":false,"pushed_at":"2023-05-22T23:45:43.000Z","size":25314,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-01-13T15:52:43.553Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/HumanSignal.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}},"created_at":"2023-05-22T23:42:28.000Z","updated_at":"2024-01-29T00:54:03.000Z","dependencies_parsed_at":"2023-07-24T05:34:24.577Z","dependency_job_id":null,"html_url":"https://github.com/HumanSignal/label-studio-ml-tutorial","commit_stats":null,"previous_names":["humansignal/label-studio-ml-tutorial"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HumanSignal%2Flabel-studio-ml-tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HumanSignal%2Flabel-studio-ml-tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HumanSignal%2Flabel-studio-ml-tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/HumanSignal%2Flabel-studio-ml-tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/HumanSignal","download_url":"https://codeload.github.com/HumanSignal/label-studio-ml-tutorial/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241610976,"owners_count":19990505,"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":[],"created_at":"2024-11-14T01:33:10.148Z","updated_at":"2025-03-03T04:41:37.117Z","avatar_url":"https://github.com/HumanSignal.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# label-studio-ml-tutorial\nLabel Studio Machine Learning Tutorial\n\n## Setting up the environment\n\n```\npython3 -m venv .venv\n```\n\n## Generating pre-labeled data\n\n```\ncd sentiment_analysis\npython3 generate_predictions.py \\\n  ../IMDB_train_labeled_100.csv \\\n  ../IMDB_predictions_100.json\ncd ..\n```\n\n## Launching the ML backend\n\n```\n# generate the backend template\nlabel-studio-ml init \\\n  mlbackend \\\n  --script sentiment_analysis/sentiment_api.py\n\n# copy required files to the template directory\ncp sentiment_analysis/sentiment_cnn.py mlbackend/.\nmkdir mlbackend/data\ncp sentiment_analysis/data/* mlbackend/data/.\n\ncd mlbackend\n\n# launch the ml backend\nlabel-studio-ml start .\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumansignal%2Flabel-studio-ml-tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhumansignal%2Flabel-studio-ml-tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhumansignal%2Flabel-studio-ml-tutorial/lists"}