{"id":19693702,"url":"https://github.com/the-full-stack/fsdl-text-recognizer-2022","last_synced_at":"2025-07-19T18:07:57.345Z","repository":{"id":46922530,"uuid":"509841922","full_name":"the-full-stack/fsdl-text-recognizer-2022","owner":"the-full-stack","description":"Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022-labs","archived":false,"fork":false,"pushed_at":"2024-03-20T18:29:38.000Z","size":4221,"stargazers_count":82,"open_issues_count":19,"forks_count":30,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-07-18T14:56:44.513Z","etag":null,"topics":["deep-learning","deep-neural-networks","machine-learning","mlops","mlops-community","mlops-workflow"],"latest_commit_sha":null,"homepage":"https://fullstackdeeplearning.com/course","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/the-full-stack.png","metadata":{"files":{"readme":"readme.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE.txt","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,"zenodo":null}},"created_at":"2022-07-02T19:14:44.000Z","updated_at":"2025-07-01T08:03:00.000Z","dependencies_parsed_at":"2024-01-17T04:24:26.458Z","dependency_job_id":"c8f47278-3b6b-4a47-856b-6cca0ebd5684","html_url":"https://github.com/the-full-stack/fsdl-text-recognizer-2022","commit_stats":null,"previous_names":["full-stack-deep-learning/fsdl-text-recognizer-2022"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/the-full-stack/fsdl-text-recognizer-2022","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/the-full-stack%2Ffsdl-text-recognizer-2022","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/the-full-stack%2Ffsdl-text-recognizer-2022/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/the-full-stack%2Ffsdl-text-recognizer-2022/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/the-full-stack%2Ffsdl-text-recognizer-2022/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/the-full-stack","download_url":"https://codeload.github.com/the-full-stack/fsdl-text-recognizer-2022/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/the-full-stack%2Ffsdl-text-recognizer-2022/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":265982733,"owners_count":23859573,"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","deep-neural-networks","machine-learning","mlops","mlops-community","mlops-workflow"],"created_at":"2024-11-11T19:17:46.555Z","updated_at":"2025-07-19T18:07:57.314Z","avatar_url":"https://github.com/the-full-stack.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🥞 FSDL Text Recognizer 2022\n\nImplements a text recognizer using a hypermodern 2022 DL stack:\n\n- Code quality assurance with pre-commit hooks, GitHub Actions, and pytest\n- Real data augmented with data synthesis\n- Image encoding via a CNN architecture\n- Decoding to text via a Transformer architecture\n- Model implementation in PyTorch\n- Model training and basic tracking and metrics via PyTorch Lightning and torchmetrics\n- Experiment tracking, hyperparameter tuning, and model versioning with W\u0026B\n- Model packaging in TorchScript\n- Predictor backend containerization via Docker and deployment as a microservice on AWS Lambda\n- Basic load testing with Locust\n- Pure Python frontend web application in Gradio\n- Model monitoring with Gantry\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthe-full-stack%2Ffsdl-text-recognizer-2022","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fthe-full-stack%2Ffsdl-text-recognizer-2022","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthe-full-stack%2Ffsdl-text-recognizer-2022/lists"}