NEW preprint out on Koopman Learning with Episodic Memory by the fantastic AIMdyn team (Dr. William Redman, Dean Huang, Dr. Maria Fonoberova, and Prof. Igor Mezic) and generously funded by the DARPA Small Business Innovation Research Program (SBIR) Program Office under Contract No. W31P4Q-21-C-0007 to AIMdyn, Inc. https://arxiv.org/abs/2311.12615 Koopman operator theory, a data-driven dynamical systems …

AIMdyn team integrates memory in Koopman learning Read More »

Thank you to Dr. Allan Avila and the AIMdyn MINC team for their amazing work with BAE Systems on the DARPA MINC project!

The quote “’It’s tough to make predictions, especially about the future‘” is attributed to a baseball-playing philosopher, Yogi Berra. And yet, we always try, with more or less success.

In the latest contribution, the AI and Data Analytics company AIMdyn, Inc. compared one week ahead predictions of COVID-19 cases on the CDC COVID-19 challenge (https://covid19forecasthub.org/) made by a variety of prominent research groups.

Read More »

AIMdyn is so proud of all of our dedicated team members who were able to come to the first AIMdyn Summit and discuss the future of AI and the direction our company is taking. We are rapidly expanding thanks to our team’s hard work and unique set of skills and expertise. We thank our entire …

This week AIMdyn, Inc. had a great company summit in Santa Barbara, CA. Read More »

Next week AIMdyn’s team of scientists will present their research at the SIAM Conference on Applications of Dynamical Systems (DS23) that will be held in Portland, OR. See below for brief descriptions of our team’s talks. Monday, May 15. 9:00-9:25 Koopman Reduced Order Modeling with Confidence BoundsRyan MohrAbstract. This talk introduces a reduced order modeling …

AIMdyn Researchers Present at the SIAM DS23 Conference Read More »

NEW preprint out on a Koopman operator-based prediction algorithm and its applications to predicting COVID-19 and other pandemics! Done with the fantastic AIMdyn team (Dr. Maria Fonoberova, Dr. Ryan Mohr, Dr. Allan Avila, Aleksandr Andrejcuk and Prof. Igor Mezic) and collaborators at the University of Zagreb (Prof. Zlatko Drmac and Iva Manojlovic) and University of …

AIMDYN TEAM DEVELOPS A NEW PREDICTION ALGORITHM THAT LEARNS ON THE FLY AND HANDLES BLACK SWAN EVENTS Read More »

AIMdyn, Inc. among top award recipients recognized at sixth annual ‘Partner 2 Win’ Supplier Awards SANTA BARBARA, CA – April 6, 2023 – AIMdyn, Inc. today announced it received a BAE Systems ‘Partner 2 Win’ Supplier of the Year award in the category of “FAST LabsTM Technology Innovation Partner Of The Year” at a ceremony …

BAE Systems honors AIMdyn, Inc. with a Supplier of the Year award Read More »

NEW preprint out on identifying equivalent optimization of machine learning methods using Koopman operator theory! Done with the fantastic AIMdyn team (William Redman, Dr. Maria Fonoberova, Dr. Ryan Mohr, and Prof. Igor Mezic) and collaborators at Johns Hopkins University (Dr. Juan Bello-Rivas and Prof. Ioannis Kevrekidis), and generously funded by the Air Force Office of …

AIMdyn team shows how to measure performance of AI algorithms Read More »

AIMdyn Inc. has begun work on the DARPA EC project in collaboration with BAE Systems: U-PrECISE – Uncertainty Propagation via (dynamical) Evolution of Information from Complex Signals/Sensors and Environments With the growing ubiquity of using machine learning systems for critical tasks, it is imperative that the level of confidence for ML-based decisions is properly quantified. …

AIMdyn Inc. Has Begun Work on DARPA EC Project Read More »

AIMdyn Inc. has begun work on the AFOSR project: Koopman Operator Theoretic Methods for Efficient Training and Analysis of Deep Neural Networks The past decade has seen a tremendous increase in the capability of deep neural networks, as models have become increasingly large and intricate. However, such improvements have come at the cost of requiring …

AIMdyn Inc. has begun work on AFOSR project Read More »