How many columns of training data can I have?

Gretel works best on learning models for densely-packed datasets with 50 or less columns of data. However, there is no limit on the columns (dimensionality) of your dataset. Gretel-synthetics clusters highly correlated columns into batches to be trained independently and then joins the results. We have tested for datasets up to 1,500 columns of sparse data.