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Explore more — Machine Learning Zoomcamp Module 5

Flask is not the only framework for creating web services. Try others, e.g. FastAPI. Experiment with other ways of managing environment, e.g. virtual env, conda, poetry. Explore other ways of deploying web services, e.g. GCP, Azure...

Machine Learning Zoomcamp › Module 5: Deploying Machine Learning Models › Explore more

Notes

Explore more

• Flask is not the only framework for creating web services. Try others, e.g. FastAPI.
• Experiment with other ways of managing environment, e.g. virtual env, conda, poetry.
• Explore other ways of deploying web services, e.g. GCP, Azure, Heroku, Python Anywhere, etc.

Add notes from the video (PRs are welcome)

Key concepts

• FastAPI
• Flask
• Model Deployment

Related notes

• mlz-m01-crisp-dm
• mlz-m01-setting-up-the-environment
• mlz-m01-summary
• mlz-m05-deployment-to-the-cloud-aws-elastic-beanstalk-op
• mlz-m05-environment-management-docker
• mlz-m05-intro-session-overview
• mlz-m05-python-virtual-environment-pipenv
• mlz-m05-saving-and-loading-the-model
• mlz-m05-serving-the-churn-model-with-flask
• mlz-m05-summary
• mlz-m05-web-services-introduction-to-flask
• mlz-m09-introduction-to-serverless
• mlz-m10-creating-a-pre-processing-service
• mlz-m10-deploying-a-simple-service-to-kubernetes
• mlz-m10-deploying-tensorflow-models-to-kubernetes
• mlz-m10-deploying-to-eks
• mlz-m10-introduction-to-kubernetes
• mlz-m10-overview

Sources

• Lesson file