What better data changes in a model.
Case studies, dataset releases, and notes from the pipeline - written for the people who train models, not for search engines.

Zedge's DataSeeds.AI releases a foundational dataset for computer vision and generative AI
The DataSeeds.AI Sample Dataset (DSD), built with Perle.ai and Émet Research, sets new fine-tuning benchmarks - and the paper, weights and data are public.

Solving data-centric AI's data bottleneck with on-demand data
Two client requests, two datasets in under 60 hours - how the Managed Crowd delivers rapid, high-quality image data to spec.

The role of large-scale image datasets in training multimodal AI models
Diversity, cross-modal alignment, compute, and ethics - why the quality and provenance of image data decide what a multimodal model can do.