01A: Grounding MLOps

Materials:

Date: Thursday, 01-Aug-2024.

Pre-work:

1. Refresh ML foundations.
2. Read “The 100 page ML book” by Andiry Burkov. Chapters accessible here

In-Class

1. We will go over W01-L01-Deck based on this from Chip Huyen’s CS329S: ML System Design Fall’22 @ Stanford
2. Software 1.0 vs Software 2.0.

Post-class:

1. Read the motivation for MLOps from this blog.
2. ML Life Cycle CRISP-ML9(Q): blog, paper
3. Ch1-2 of AB, Ch1 of VT, Ch1 of CH1