Winning Kaggle the Reproducible Way

Choose a reading route

Use a route to reach a concrete completion artifact. All 65 chapter activities remain available as a reference.

First competition

1 → 2 → 3 → 4 → 5 → 6 → 19 → 18

Finish with a baseline, a prediction-time availability record, and the checked 132-row probability file from the constructed season forecast.

Improve a tabular pipeline

7 → 8 → 9 → 12 → 13 → 16 → 17 → 18

Finish with one matched comparison and a decision to keep or reject an addition.

Specialist reference

Start with Chapter 3 and follow only the relevant branch. Finish with a task-specific assessment and one bounded experiment.

63: read a winning source through its condition, practice, evidence, action, assessment and limit.