MLOPs: Machine Learning Operations (Fall 2024)

• Syllabus

Lecture Notes

• Week 01:  Course Overview 

• Week 02:  Introduction to Linux

• Week 03:  GIT and GITHub

• Week 04: VMs and Containers 

• Week 05-06: Docker Containers

• Week 07: ML Project Lifecycle and Deployment

• Week 08: Mid Terms

• Week 09:  Modeling: Train a Model and Performance Analysis

• Week 10:  Data Definition and Baseline

• Week 11:  Introduction to MLFlow

• Week 12:  Case Studies of ML in Spotify and Airbnb. Scalability for ML APIs

• Week 13:  GitHub Actions 

• Week 14:  GitHub Actions For Deploying HuggingFace Spaces

• Week 15: Revision 

Assignments