Machine Learning Model Serving and Deployment: Practical Task

Type of course:

Digital learning, Lesson

Language:

Duration:

15 minutes

Workload:

2 hours

Proficiency:

Intermediate

Target:

Manager, Professionals, Workers

In this task nugget, learners will have an opportunity to practice concepts about Deployment of Machine Learning Model to Production, especially using Docker for a containerized application.

Learning outcomes

Save and load machine learning models
Transform a Jupyter notebook to production-grade Python code
Create a list of dependencies and use it to Containerize/Dockerize a Python application for a portable Machine Learning model serving.