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Data Science in Production: Building Scalable Model Pipelines

- Gunicorn

Explore how to deploy machine learning models as scalable web endpoints using Gunicorn with a Flask app. Understand the benefits of using Gunicorn, such as load balancing and multi-threading, and how to enable remote access for testing your service on port 8000. Gain practical insights into transitioning from Flask's built-in server to Gunicorn for more robust production environments.

We'll cover the following...

Using Gunicorn

We can use to provide a WSGI server for our echo Flask application. Using Gunicorn helps separate the functionality of an application, which we implemented in Flask with the deployment of an application. Gunicorn is a lightweight WSGI implementation that works well with Flask apps.

It’s straightforward to switch from using Flask directly to ...