Data standardization checks
A checklist of common requirements to review before machine learning analysis.
DAIMS
Datasheets for AI and Medical Datasets
Prepare and document your data
Better documented data.
A clearer start for machine learning.
DAIMS brings a data standardization checklist, dataset documentation, and a data dictionary into one framework for AI and medical research. Explore its tools and templates before starting your analysis.
A practical framework for your dataset
Automated checks
The online app automates a subset of the checklist using a dataset and its data dictionary.
Dataset documentation
Record the dataset’s context, collection, preparation, and intended uses in an extended documentation form.
Data dictionary and analysis flowchart
Document variables and explore a flowchart connecting research questions to machine learning methods.