{"id":18903987,"url":"https://github.com/dudeperf3ct/4-ml-fastapi-azure-serverless","last_synced_at":"2025-06-22T07:35:03.237Z","repository":{"id":191864849,"uuid":"436323242","full_name":"dudeperf3ct/4-ml-fastapi-azure-serverless","owner":"dudeperf3ct","description":null,"archived":false,"fork":false,"pushed_at":"2021-12-09T12:41:46.000Z","size":1213,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-05-24T11:38:40.700Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/dudeperf3ct.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}},"created_at":"2021-12-08T16:52:05.000Z","updated_at":"2024-08-11T07:10:36.000Z","dependencies_parsed_at":"2023-09-01T07:12:34.279Z","dependency_job_id":"f1604c1c-fcea-4c78-b86f-682147b9ff37","html_url":"https://github.com/dudeperf3ct/4-ml-fastapi-azure-serverless","commit_stats":null,"previous_names":["dudeperf3ct/4-ml-fastapi-azure-serverless"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/dudeperf3ct/4-ml-fastapi-azure-serverless","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dudeperf3ct%2F4-ml-fastapi-azure-serverless","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dudeperf3ct%2F4-ml-fastapi-azure-serverless/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dudeperf3ct%2F4-ml-fastapi-azure-serverless/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dudeperf3ct%2F4-ml-fastapi-azure-serverless/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dudeperf3ct","download_url":"https://codeload.github.com/dudeperf3ct/4-ml-fastapi-azure-serverless/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dudeperf3ct%2F4-ml-fastapi-azure-serverless/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261255850,"owners_count":23131474,"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":"2024-11-08T09:07:00.463Z","updated_at":"2025-06-22T07:34:58.225Z","avatar_url":"https://github.com/dudeperf3ct.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"### Deploy ML model to Azure using FastAPI\n\nAzure app: https://wine-ratings.azurewebsites.net/\n\nIn this exercise, we will build a fastapi ML application and deploy it with continuous delivery on Azure using Azure App Services and Azure DevOps Pipelines.\n\n### ML\n\nTo build a ML model, refer the colab notebook under `notebooks` folder.\n\n### FastAPI\n\nTo validate the fastapi application locally,\n\n```bash\ndocker build -t wine .\ndocker run --rm -it -v $(pwd):/app -p 8000:8000 wine\n```\n\n### Azure\n\nTo deploy the fastapi application on Azure following steps were taken.\n\n1. Add Azure Pipelines from Github Marketplace while creating the github repo.\n2. Create a Azure DevOps account and create a build pipeline for this repo. Check if the build was successful.\n3. Create a Azure account and from `Container registries` -\u003e `Repositories`, using the proper docker image created from previous step and tag, click `Deploy to web app` option.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdudeperf3ct%2F4-ml-fastapi-azure-serverless","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdudeperf3ct%2F4-ml-fastapi-azure-serverless","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdudeperf3ct%2F4-ml-fastapi-azure-serverless/lists"}