Tutorial: Data Comparison with the UMAP Analysis Feature

This video demonstrates how to compare synthetic image data generated on the Rendered.ai platform with test datasets of the target domain uploaded into “volumes” using the UMAP analysis feature. This function applies UMAP dimensionality reduction to view image embedding features as a three-dimensional plot.

UMAP visualization helps users identify gaps in training data so they can return to synthetic data generation workflows or “graphs” on the platform and iterate to optimize the datasets.