{"id":16507794,"url":"https://github.com/noahgift/mlops-certifications","last_synced_at":"2025-03-02T02:43:52.439Z","repository":{"id":141812408,"uuid":"525712660","full_name":"noahgift/mlops-certifications","owner":"noahgift","description":null,"archived":false,"fork":false,"pushed_at":"2022-09-08T16:46:50.000Z","size":16,"stargazers_count":7,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-12T15:32:47.089Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/noahgift.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":"2022-08-17T08:58:08.000Z","updated_at":"2024-05-31T21:20:27.000Z","dependencies_parsed_at":null,"dependency_job_id":"36c554fb-7728-4220-b749-173b54deb22f","html_url":"https://github.com/noahgift/mlops-certifications","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/noahgift%2Fmlops-certifications","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/noahgift%2Fmlops-certifications/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/noahgift%2Fmlops-certifications/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/noahgift%2Fmlops-certifications/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/noahgift","download_url":"https://codeload.github.com/noahgift/mlops-certifications/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241451561,"owners_count":19964900,"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":"2024-10-11T15:30:35.051Z","updated_at":"2025-03-02T02:43:52.417Z","avatar_url":"https://github.com/noahgift.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# mlops-certifications\n\nSome brief notes on popular certifications related to MLOPs (with a special note towards the enterprise).\n\n## Databricks\n\n* [Databricks-Machine Learning in Production](https://www.databricks.com/learn/certification/machine-learning-professional)\n\n* [Study Guide Databricks Academy](https://customer-academy.databricks.com/learn/mycourses)\n* Specifically:  Scalable Machine Learning with Apache Spark course\n\n### References\n\n* Try Pandas API via workspace import:  https://docs.microsoft.com/en-us/azure/databricks/_static/notebooks/pandas-to-pandas-api-on-spark-in-10-minutes.html\n\n\n## Google \n\n* [Google-Professional Machine Learning Engineer](https://cloud.google.com/certification/machine-learning-engineer)\n\n## AWS\n\n* [AWS Certified Machine Learning - Specialty](https://aws.amazon.com/certification/certified-machine-learning-specialty/)\n\n\n## Azure\n\nCertification- [Microsoft Certified: Azure AI Engineer Associate](https://docs.microsoft.com/en-us/certifications/azure-ai-engineer/)\n\nTraining material:\n* [End-to-end machine learning operations (MLOps) with Azure Machine Learning](https://docs.microsoft.com/en-us/learn/paths/build-first-machine-operations-workflow/)\n\n### Problems Framing\n\n#### Heuristics\n\n* [Deap](https://deap.readthedocs.io/en/master/)\n* [TSP](https://github.com/noahgift/or)\n\n## References\n\n* [Red Hat Enterprise MLOps](https://cloud.redhat.com/blog/enterprise-mlops-reference-design)\n* [Sagemaker Enterprise MLOps](https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnoahgift%2Fmlops-certifications","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnoahgift%2Fmlops-certifications","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnoahgift%2Fmlops-certifications/lists"}