MLOPS (SPRING 2023)

• Syllabus

Lecture Notes

• Course Overview

• Week 01:  ML Project Life-cycle and Deployment

• Week 02-03: Model Training and Performance Analysis

• Week 04: Introduction to MLflow

• Week 05-06:  Data Definition and Baseline

• Week  07:  Introduction to Hugging Face

• Week  08: Midterm

• Week 09:  Docker for Hosting ML Models

• Week 10: CI/CD: GitHub Actions 

• Week 11: GIT - Distributed Version Control System

• Week 12: GitHub Actions For Deploying On HuggingFace Spaces 

• Week 13: Introduction to LLM 

• Week 14: Research Papers Related to MLOPs 

Assignments