ANA 680 Machine Learning

​​​​​​Pramod Singh (2021). Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform. 1^st edition, Published by Apress.

1. Chapter 2: Model Deployment and Challenges
2. Chapter 3: Machine Learning Deployment as a Web Service

​​​​​​Mark Treveil, et al. (2021). Introducing MLOps: How to Scale Machine Learning in the Enterprise. 1^st edition, O'Reilly Media.

1. Chapter 5: Preparing for Production
2. Chapter 6: Deploying to production
3. Chapter 7: Monitoring and Feedback
4. Chapter 8: Model Governance

​​​​​​Deploy Flask App to Heroku using Github Actions: https://blog.wimwauters.com/devops/2021-11-03-flask_githubactions_heroku/. A step- by-step instruction for deploying a simple FLASK application to Heroku.

​​​Learn Flask framework:  https://www.tutorialspoint.com/flask/index.htm

​​​​​Priscila Heller (2021). Automating Workflows with GitHub Actions. Packet publishing

​​​​​Miguel Grinberg (2018). Flask Web Development, 2nd Edition. O’ Reilly publishing

​​​​​Git and GitHub tutorial: https://www.w3schools.com/git/default.asp