Demonstrate how to use GitHub Actions for Machine learning pipeline

1. GitHub Actions for MLOps
Piti (Fyi) Champeethong
Software Architect @ ManaoSoftware
https://github.com/ninefyi
21-March-2022
https://pitichampeethong.medium.com

2. Agenda
• What is MLOps
• What is GitHub Actions
• Demo
• Q&A

3. What is MLOps
MLOps stands for Machine Learning Operations.
MLOps is a core function of Machine Learning
engineering, focused on streamlining the process
of taking machine learning models to production,
and then maintaining and monitoring them.

4. What is MLOps (Continue)

5. What is MLOps (Continue)
• Exploratory data analysis (EDA)
• Data Preparing and Feature Engineering
• Model training and tuning
• Model review and governance
• Model inference and serving
• Model monitoring
• Automated model retraining

6. What is GitHub Actions
• Automated workflows for CICD
• Free 2000 CICD mins/month
• Marketplace - Click
• API Click

7. Demo – Tech Stacks (Free for usage)
• VueJS-3
• Python-3
• Scikit-Learn
• Azure Static Web Apps
• GitHub
• GitHub Actions

8. Demo - ScreenShot

9. Key Takeaways
• GitHub Actions
• Machine leaning pipeline
• Pickle, Scikit-Learn
• Azure Static Web Apps

10. • https://databricks.com/glossary/mlops#:~:text=ML
Ops%20stands%20for%20Machine%20Learning,then%20m
aintaining%20and%20monitoring%20them
• https://github.com/ninefyi/global-ai-bootcamp-
thailand-2022

11. THANK YOU!
Q&A