noahgift/Python-MLOps-Cookbook
A containerized Flask application example demonstrating ML model deployment to multiple cloud platforms.
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This repository provides a practical MLOps cookbook with containerized Flask applications designed for ML model deployment. It includes CI/CD workflows using GitHub Actions and AWS CodeBuild to deploy machine learning systems to AWS, GCP, and Azure. The project includes Jupyter Notebooks as educational material and references the Practical MLOps book from O’Reilly.
Frequently asked
- What is noahgift/Python-MLOps-Cookbook?
- A containerized Flask application example demonstrating ML model deployment to multiple cloud platforms.
- Is Python-MLOps-Cookbook open source?
- Yes — noahgift/Python-MLOps-Cookbook is open source, released under the CC0-1.0 license.
- What language is Python-MLOps-Cookbook written in?
- noahgift/Python-MLOps-Cookbook is primarily written in Jupyter Notebook.
- How popular is Python-MLOps-Cookbook?
- noahgift/Python-MLOps-Cookbook has 435 stars on GitHub.
- Where can I find Python-MLOps-Cookbook?
- noahgift/Python-MLOps-Cookbook is on GitHub at https://github.com/noahgift/Python-MLOps-Cookbook.