Effective ML Training Data Management
The Training Data Storefront (TDS) empowers your team to assemble potent datasets from diverse data sources, ensuring effective ML training. Distilling lessons-learned from expert ML practitioners, TDS eliminates common friction points and inefficiencies from your AI workflows.
TDS is a full-featured web app, blending automated ingest of data, a familiar browse/search/filtering user experience, a collaborative annotation interface, and powerful data extraction tools.
TDS’s Dataset Builder supports the incremental assembly of reference datasets, while providing visual analytics into dataset biases. This insight helps inform prioritization for subsequent data harvesting and curation. Integrated “Segment Anything” models promote the creation of high-precision polygons while minimizing repetitive mouse-clicks.
A companion app to TDS, the Ontology Translation Service (OTS), helps inform intelligent class labeling decisions when creating the ontology for your mission. Mapping your classes to other reference ontologies promotes discoverability and interoperability within the ever-growing ML ecosystem.
Discover the benefits of the Training Data Storefront today!