02B: Discover

Materials:

Date: Friday, 09-Aug-2024.

Pre-work:

1. MLOps Motivation
2. AI/ML Canvas from ml-ops.org Phase-Zero, Gokul Mohandas’s Project Canvas
3. ML Life Cycle CRISP-ML9(Q): blog, paper

In-Class

1. Design Thinking from Stanford Design School. It is a useful ideation tool to formulate a problem and develop a solution.
2. Project Cards a Jupyter Notebook template for Project Cards. It touches the aspects of data-driven documentation and maintaining single source of truth for any document containing data. A WIP document on Data-driven ML Documentation. This also forms an important aspect of Transparency
3. W02-L02 deck

Post-class:

1. [blog] MLOps Tech Stack
2. [canvas] MLOps Canvas
3. [site] Data Nutrition Project, CLeAR Framework paper, Data Nutrition Label paper
4. [blog] 10 Dimensions of making data science work by Goda Ramkumar
   • Dimension 1: Expectation
   • Dimension 2: Strategy
   • Dimension 3: Roles
   • Dimension 4: Collaboration
   • Dimension 5: Culture
   • Dimension 6: Discovery and Access
   • Dimension 7: Platforms
   • Dimension 8: Scalability
   • Dimension 9: Methodology and Practices
   • Dimension 10: Quality and Governance [tbd]