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Back to the lesson libraryMECHANISM · 12 MIN
M09.8 CONNECT THE MECHANISM

Make the result possible to inspect

Split ten runs of the same algorithm into two groups of five, and the groups can look like different algorithms. Learn to report results that someone else can rerun, check, and trust.

LESSON OVERVIEW12 min lesson

Lesson overview

Split ten runs of the same algorithm into two groups of five, and the groups can look like different algorithms. Learn to report results that someone else can rerun, check, and trust.

What you’ll explore

  • Research reporting should preserve methods, data and evaluation conditions, uncertainty, failures, and limitations so others can assess or reproduce the claim.
GO TO THE SOURCE

Original explanations, connected to the research.

Deep Reinforcement Learning that Matters (Henderson et al., 2018)Improving Reproducibility in Machine Learning Research (Pineau et al., 2021)Leakage and the reproducibility crisis in machine-learning-based science (Kapoor & Narayanan, 2023)Model Cards for Model Reporting (Mitchell et al., 2019)Datasheets for Datasets (Gebru et al.)
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