MLOPS (SPRING 2024)

• Syllabus

Lecture Notes

• Course Overview

• Week 01:  ML Project Life-cycle and Deployment

• Week 02-03:  Select and Train a Model

• Week 04:  Introduction to MLFlow 

• Week 05:  Data Definition and Baseline  

• Week 06: Hugging Faces

• Week 07: Midterm

• Week 08-09: Docker for ML Models

• Week 10: CI/CD: GitHub Actions 

• Week 12: GitHub Actions For Deploying On HuggingFace Spaces 

• Week 13-14: Kubernetes for ML Model Deployment and Scalability

• Week 15: Revision

Assignments