https://github.com/noahgift/mlops-certifications
https://github.com/noahgift/mlops-certifications
Last synced: 8 months ago
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- Host: GitHub
- URL: https://github.com/noahgift/mlops-certifications
- Owner: noahgift
- License: cc0-1.0
- Created: 2022-08-17T08:58:08.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2022-09-08T16:46:50.000Z (about 3 years ago)
- Last Synced: 2025-01-12T15:32:47.089Z (9 months ago)
- Size: 15.6 KB
- Stars: 7
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# mlops-certifications
Some brief notes on popular certifications related to MLOPs (with a special note towards the enterprise).
## Databricks
* [Databricks-Machine Learning in Production](https://www.databricks.com/learn/certification/machine-learning-professional)
* [Study Guide Databricks Academy](https://customer-academy.databricks.com/learn/mycourses)
* Specifically: Scalable Machine Learning with Apache Spark course
### References
* 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
## Google
* [Google-Professional Machine Learning Engineer](https://cloud.google.com/certification/machine-learning-engineer)
## AWS
* [AWS Certified Machine Learning - Specialty](https://aws.amazon.com/certification/certified-machine-learning-specialty/)
## Azure
Certification- [Microsoft Certified: Azure AI Engineer Associate](https://docs.microsoft.com/en-us/certifications/azure-ai-engineer/)
Training material:
* [End-to-end machine learning operations (MLOps) with Azure Machine Learning](https://docs.microsoft.com/en-us/learn/paths/build-first-machine-operations-workflow/)
### Problems Framing
#### Heuristics
* [Deap](https://deap.readthedocs.io/en/master/)
* [TSP](https://github.com/noahgift/or)
## References
* [Red Hat Enterprise MLOps](https://cloud.redhat.com/blog/enterprise-mlops-reference-design)
* [Sagemaker Enterprise MLOps](https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker/)