Reproducibility & Documentation
Reproducibility & Documentation groups the core ideas a learner needs at the 11 · post-processing, reporting & communication stage. Work through the lessons in order when new to the area, or use them independently as a reference when implementing an analysis.
Learn the mechanism one decision at a time
Work through the lessons in order if the topic is new. If you already know the basics, open the specific leaf lesson that matches the operation, diagnostic or failure mode you need.
1Definition→
2Mechanism→
3Example→
4Diagnostic→
5Decision
Experiment trackingExperiment tracking is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.
02Data versioningData versioning is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.
03Model cardsModel cards represents a family or practice in model building. The central idea is to define what structure can be learned, how model quality is measured during fitting, and how generalisation is tested on observations not used to choose the model.
04Datasheets for datasetsDatasheets for datasets is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.
05Environment captureEnvironment capture is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.
06Random seedsRandom seeds is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.
07Decision logsDecision logs is a practical concept within Reproducibility & Documentation. It helps turn the broader workflow stage “11 · Post-processing, Reporting & Communication” into an explicit analytical decision that can be explained, implemented and checked. The concept should be understood in terms of purpose, mechanism, assumptions, evidence and downstream consequences.