DALLAS, May 8, 2024
/PRNewswire/ -- AvaWatz Company ("AvaWatz"), a leading-edge AI
company at the forefront of collaborative robotics, proudly
announces that it has been awarded a contract by the U.S.
Department of Homeland Security (DHS) for its Trusted AI product
GENIE, codenamed "Clarifier". This contract underscores the
recognition of GENIE's unparalleled capabilities in addressing
fundamental challenges in machine learning (ML) and its potential
to revolutionize critical sectors.
"We are honored to have been selected by the Department of
Homeland Security for this important contract," said Dr. Rajini
Anachi, CEO of AvaWatz. "GENIE's proven ability to drive down the
operational overhead of achieving highly accurate ML models makes
it an ideal solution for the agency's mission-critical use cases
requiring best-in-class AI performance."
"GENIE provides a powerful suite of features that enhance
efficiency, accuracy and reliability when training machine learning
models. This helps organizations overcome the 'long tail problem'
where achieving accuracy beyond 80% becomes exponentially costly
and time-consuming."
The 'long tail problem' refers to the challenge of diminishing
returns in machine learning, where investment required to improve
model accuracy becomes progressively greater as higher levels of
accuracy are targeted. GENIE directly tackles this problem by
significantly reducing the time and cost associated with training
high-accuracy models through intelligent data labeling and dataset
preparation capabilities.
GENIE enhances labeling efficiency through innovative features,
including:
- Initial Diverse Seed Selection: Laying a robust foundation by
exposing models to a wide array of scenarios
- Automatic Labeling: Significantly reducing manual effort via
high-accuracy auto-labeling
- Active Learning for Hard Samples: Focusing on the most
informative data to learn complex patterns
- Synthetic Data Generation and Augmentation:
Enhancing dataset diversity for increased model
robustness
- Error Analysis on Unlabeled Data: Enabling continuous
improvement without labeled test sets
- Targeted Selection for Rare Classes/Slices: Addressing
long-tail distributions for real-world accuracy
- Filtering Outliers and Low-Quality Data: Ensuring models
train only on reliable, high-quality data
The solution's practical applications span multiple sectors
where high-accuracy AI is critical, including healthcare for
enhanced medical imaging, autonomous vehicles for detecting rare
scenarios on the road, aviation for identifying runway debris, and
energy for detecting insulator defects on power lines.
"Whether protecting national security, saving lives through
medical imaging, or ensuring safe transportation, GENIE provides a
powerful defensive solution against AI failure modes," said Dr.
Anachi. "We look forward to working with the Department of Homeland
Security to enhance their AI initiatives."
About AvaWatz
AvaWatz is an AI company specializing in advanced
vision/perception, decision-making, and cooperative navigation for
task execution using machine learning and physics-based algorithmic
technologies. AvaWatz platform drives adaptive autonomous robotic
systems built around a Detect-Decide-Act paradigm. AvaWatz provides
End-to-End private/hybrid Cloud-based SaaS and real-time Edge AI
solutions to public and private sector markets.
Learn more about AvaWatz investment opportunity here!
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SOURCE AvaWatz Company