{"id":24480863,"url":"https://github.com/ronylpatil/mlflow-pipeline","last_synced_at":"2025-04-13T15:36:34.923Z","repository":{"id":226298567,"uuid":"768271181","full_name":"ronylpatil/mlflow-pipeline","owner":"ronylpatil","description":"Built an E2E MLFlow Pipeline \u0026 hosted on AWS.","archived":false,"fork":false,"pushed_at":"2024-05-07T06:45:29.000Z","size":973,"stargazers_count":1,"open_issues_count":0,"forks_count":5,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-27T06:34:37.302Z","etag":null,"topics":["mlflow-tracking","model-registry","model-serving"],"latest_commit_sha":null,"homepage":"","language":"Python","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/ronylpatil.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":"2024-03-06T19:26:38.000Z","updated_at":"2024-05-07T06:45:33.000Z","dependencies_parsed_at":"2024-03-11T18:29:24.505Z","dependency_job_id":"8c8e7d92-b682-4e0d-bd81-d8be03ddd1a9","html_url":"https://github.com/ronylpatil/mlflow-pipeline","commit_stats":null,"previous_names":["ronylpatil/mlflow-pipeline"],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ronylpatil%2Fmlflow-pipeline","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ronylpatil%2Fmlflow-pipeline/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ronylpatil%2Fmlflow-pipeline/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ronylpatil%2Fmlflow-pipeline/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ronylpatil","download_url":"https://codeload.github.com/ronylpatil/mlflow-pipeline/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248737625,"owners_count":21153809,"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":["mlflow-tracking","model-registry","model-serving"],"created_at":"2025-01-21T11:17:34.590Z","updated_at":"2025-04-13T15:36:34.901Z","avatar_url":"https://github.com/ronylpatil.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"MLflow Pipeline\n==============================\n\nBuilt E2E ML Pipeline with MLflow \u0026 AWS.\n\n## Workflow\n\u003cp align = \"center\"\u003e\n  \u003cimg class=\"center\" src = \"https://github.com/ronylpatil/mlflow-pipeline/blob/aws/workflow/flow.png\" alt = \"Drawing\"\u003e\n\u003c/p\u003e\n\n## Blogs\n\n- Part I - [Streamline ML Workflow with MLflow - I](https://medium.com/towards-artificial-intelligence/streamline-ml-workflow-with-mlflow%EF%B8%8F-part-i-60857cd511ed)\n- Part II - [Streamline ML Workflow with MLflow - II](https://medium.com/towards-artificial-intelligence/streamline-ml-workflow-with-mlflow-ii-daa8d50016f7)\n- Part III - [Configure DVC with Amazon S3 Bucket](https://medium.com/towards-artificial-intelligence/configure-dvc-with-amazon-s3-bucket-f6d57cd242d4)\n- Part IV - [Deploy MLflow Server on EC2 Instance](https://medium.com/towards-artificial-intelligence/deploy-mlflow-server-on-amazon-ec2-instance-b53d5eb3c4f3)\n\n## Installation\n\n1. Clone the repository.\n2. Install dependencies using `pip install -r requirements.txt`\n\n## Folder Structure\n- `/.github`: Contains CI/CD workflow file.\n- `/.dvc`: Contains configuration files of DVC\n- `/data`: Stores raw and processed data.\n- `/log`: Store the logs.\n- `/src`: Contains the source code files.\n- `/prod`: Production files.\n- `/tests`: Testing files.\n\n## Dataset\n\n- Download the dataset from [here](https://www.kaggle.com/datasets/yasserh/wine-quality-dataset).\n\n---\n\u003cp\u003e\u003csmall\u003eProject based on the \u003ca target=\"_blank\" href=\"https://drivendata.github.io/cookiecutter-data-science/\"\u003ecookiecutter data science project template\u003c/a\u003e. \u003c/small\u003e\u003c/p\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fronylpatil%2Fmlflow-pipeline","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fronylpatil%2Fmlflow-pipeline","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fronylpatil%2Fmlflow-pipeline/lists"}