03A: Models for Modeling

Materials:

Date: Tuesday, 13-Aug-2024.

Pre-work:

  1. MLOps Platforms some goals
  2. Convention over Configuration
  3. Data Flow Paradigm

In-Class

  1. ML model pipelines are Directed Acyclic Graphs. ML Workbench developed at EkStep was one of the early implementations of this primitive.
  2. W03-L01 deck
  3. Kedro Tutorial: Part-0 and Part-1. Hands-on and commentary

Post-class:

  1. [blog]Shreya Shankar on some MLOps Principles
  2. [git template] MLOps cookie cutter template for another opinionated project structure