Containerizing your Trained Model for Production

Total time needed: ~57 minutes
In this recipe we get familiar with the concept of containerization and how that's used to abstract away the infrastrcture details from the actual hardware used
Potential Use Cases
infrastrucutre and environment virtualization
Who is This For ?
INTERMEDIATEData Scientists, Machine Learning Engineers
Click on each of the following annotated items to see details.
Resource Asset5/6
VIDEO 1. Containerization Explained
  • Why do we need containerization?
8 minutes
VIDEO 2. What is Docker & Docker Containers, Images, etc?
  • What is Docker good for?
8 minutes
VIDEO 3. Docker Container as Development Environment
  • How to develop inside a Docker container?
14 minutes
VIDEO 4. Containerizing Flask and model
  • How to use Docker images to containerize a Flask app?
15 minutes
VIDEO 5. Push an Image to DockerHub
  • How to make docker images available through cloud?
7 minutes
ARTICLE 6. Containers vs. Virtual Machines (VMs): What’s the Difference?
  • What's virtualization?
  • What's containerization?
5 minutes

Concepts Covered

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