Course Outline

Created: 2023-02-21 11:14
#quicknote

This section is (originally) made based on this course from Udemy.

Intro
Deployment Overview
System Architecture: components, challenges, approaches and reproducible pipelines
The Research Environment: ML pipeline
Production code: from notebooks to production code, testing and production tools
Serving Model via REST APIs (FastAPI)
Packaging a Model
CI/CD (CircleCI)
Deploy to Platform as a Service (PaaS)
Containers (Docker)
Assessing Reproducibility

The code used for the course is here.
The slides are here.
The dataset used (House Prices) is here.