Doing the Work Section 023

ML Code That Survives

Turning a working notebook into code that another person — including you in six months — can actually run.

7 of 7 lessons published Three reading levels on every lesson

Start with “Laying out an ML project”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. Laying out an ML project
  2. Getting out of the notebook
  3. Asserting on your data before you train
  4. Refactoring a 600-line training script
  5. Reviewing someone's ML code
  6. Reproducing a failure you only see in production
  7. Building a demo that does not break