top of page

AUTOMATED SYSTEM FOR GENERATING PROPERLY TAGGED AI TRAINING DATA 

Fig2_rev0.png

Weiland Innovations LLC patent -  2024

Generating property formatted training set data for artificial intelligence (AI) applications is an extremely tedious and time consuming process. In order to circumvent the enormous costs of training against actual data, many researchers build their own training data sets using synthetic data. However, given that the AI algorithm will be expected to perform against real world data, training data sets composed of real world data are preferred.

​​

Weiland Innovations has developed a solution that overcomes the limitations in the current method of creating properly formatted AI training set data by utilizing both distributed hardware and software nodes to automate the building of training set data or verifying an AI algorithm has properly formatted the data set.

Rescuing a Patient

Dr. Kelley Weiland has worked hand in hand with some of the nation's best cardiovascular doctors at Wake Forest University.  Her dissertation focused on quantifying complex flow fields in the heart.  To this end, she developed algorithms to dissect color M-mode echocardiograms into a quantitative, clinically relevant tool.​​​​

Stewart, K. C., et al. "The decay of confined vortex rings." Experiments in Fluids 53.1 (2012): 163-171.

As a former US Army Special Forces medical sergeant, Mr. John Weiland is an expert in first responder and trauma medicine. 

 

Mr. Weiland provides expert guidance on Weiland Innovation LLC product development.  Having experienced time critical battlefield medicine first-hand, Mr. Weiland advocates with the end-user always in mind, so the next generation of first responders can take advantage of lessons learned on the battlefield.

1.jpg

Advanced Medical Equipment for Military and First Responders

At Weiland Innovations LLC we specialize in listening to customer problems and building realizable solutions - including medical products.  Our unique team, having both real world clinical and engineering development experience, is perfectly suited to develop solutions to your problems.

​

Our expertise comes from years of studying complex biomedical problems.

​

Fredericksburg, VA 22407

(202) 670-1680

​Weiland Innovations LLC was established in 2019

​

© 2025 by Weiland Innovations LLC

bottom of page