- What We Do -
Click here to see our entry to the
Stanford HAI 2022 AI Audit Challenge.
At Data Engines, we offer ground truth inference as a service. Unleashing the power of unlabeled data, GroundSeer™ leapfrogs the conventional "wisdom of the crowd" approach to provide better insight than simple majority rule, allowing us to auto-focus AI/ML decisions to the highest precision.
How does GroundSeer™ work?
Our patented technology uses algebraic statistics and plain linear algebra to discover the hidden pattern underneath the decisions of the crowd. This pattern can be used for:
- Best-of-breed classifier selection
- Error correction in near real-time for unlabeled data streams
- Detection of malfunctioning classifiers or regressors
Ensure your data pipeline has its highest precision possible.
Questions? Contact us.
- Applications -
GroundSeer™ has a variety of possible applications in the arenas of bioinformatics, national security, medical imaging, online advertising/marketing, and data retrieval.
It is particularly suited to artificial intelligence.
Self-driving cars can automatically detect which algorithms or sensors are failing or underperforming.
Robotic machines can perform self-assessments on sensors so as to discount bad or failing ones.
Security classifiers can detect “intrusion” signals to ensure security software operates using multiple algorithms simultaneously in a whole-is-greater-than-the-sum-of-its-parts scanning operation. Faulty cameras, for instance, could be detected instantly.
Image analysis and bioinformatics classifiers can recognize alterations in genetic sequences to enable a decision of whether cells are likely to be cancer or not. A similar assessment could be done using information extracted from images of cells or tissues.
Online, the degree of correlation among classifiers making labeling decisions can be continuously monitored.
Large datasets can be turned into training data with precise knowledge of the quality of the labels.
- Contact Us -
Let us talk to you about your data. We can help you reach your objectives through our customizable assessment and measurement techniques.
- White Papers and Other Information -
Measuring Performance Using the Performance Tracker