Note: these materials are partly outdated, which is why we recorded a workshop that updates this module. You will find the materials in the workshop/ folder
The theory in the module is still relevant, which is why we suggest you to watch both the workshop and the module content. While watching the module content, focus on the theory part. The practical part is all covered in the workshop.
- 5.1 Intro / Session overview
- 5.2 Saving and loading the model
- 5.3 Web services: introduction to Flask
- 5.4 Serving the churn model with Flask
- 5.5 Python virtual environment: Pipenv
- 5.6 Environment management: Docker
- 5.7 Deployment to the cloud: AWS Elastic Beanstalk (optional)
- 5.8 Summary
- 5.9 Explore more
- 5.10 Homework
How to watch it:
- First, watch the units 5.1-5.6
- Then watch the workshop and do the practice
- Finally, do the homework
Did you take notes? You can share them here (or in each unit separately)
- Notes from Alvaro Navas
- Docker notes
- Notes from froukje
- WSL + Docker notes
- Notes from Hareesh Tummala
- Notes about Docker
- Notes about Deployment, Pipenv, Flask, Docker by Oscar Garcia
- Notebook with commands for pipenv, flask, gunicorn, and Docker
- Notes from Peter Ernicke
- Notes from Kemal Dahha
- Notes from Williams Alnice
- Cohort 2025| Notes by Nitin Gupta
- Add your notes here