- 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.
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Self-driving cars can automatically detect which algorithms or sensors are failing or underperforming.
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Robotic machines can perform self-assessments on sensors so as to discount bad or failing ones.
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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.
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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.
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Online, the degree of correlation among classifiers making labeling decisions can be continuously monitored.
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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 -
GroundSeer™
Measuring Performance Using the Performance Tracker