Downloadable software for filtering data on Internet of Things devices for dataset management.

Providing online non-downloadable software for generating hybrid augmented, domain-randomization, GAN-generated, and simulation-generated data; providing online non-downloadable software for building data pipelines; providing online non-downloadable software for machine learning model integration and training; providing online non-downloadable software for collecting data from Internet of Things devices; providing online non-downloadable software for data labeling; providing online non-downloadable software for data annotation quality management and quality assurance; providing online non-downloadable software for searching, indexing, tagging, querying, and visualization of data; providing online non-downloadable software for dataset management, review, curation, measurement, analysis, tagging, bias mitigation, sharing and collaboration; providing online non-downloadable software for machine learning model analysis, linking machine learning model inputs and outputs, and debugging machine learning models; providing online non-downloadable software for review and management of data labels and annotations; providing online non-downloadable software for machine learning model validation and testing.