MLOPS (SPRING 2025)

• Syllabus

Lecture Notes

• Week 01: Course Overview

• Week 02: Introduction to Linux

• Week 03: Git - Version Control System

• Week 04: Virtualization - 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:  Case Studies of ML in Airbnb. Scalability for ML APIs

• Week 12:  GitHub Actions 

• Week 13:  GitHub Actions For Deploying HuggingFace Spaces

• Week 14:  Introduction to MLFlow

Assignments