aimdyn

AIMdyn team shows how to measure performance of AI algorithms

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 …

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AIMdyn Inc. Has Begun Work on DARPA EC Project

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. …

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AIMdyn Inc. has begun work on AFOSR project

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 …

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AIMdyn Inc. Has Begun Work on ACTM HAIKU Project

AIMdyn Inc. has begun work on the DARPA HAIKU project in collaboration with BAE Systems: Hybrid AI Integrating Koopman Units (HAIKU) The HAIKU project leverages Koopman Operator methods to enhance existing state-of-the-art climate models for long-term predictions through the use of AI. The Koopman-based climate models offer improved predictions by modeling physics not accounted for …

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Adriana Mezic Featured in BizBoard’s “CEOs to Watch, 2021”

Article Link: https://aspioneer.com/bizboard-ceos-to-watch-2021/ Author: BizBoard In the constantly shifting new world, data has become the most valuable resource which if used correctly can lead the world towards safety, prosperity, and sustainability. To do this, we need experts who can refine, organize and analyze this data to bring out information that will ultimately save us a …

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PERSPECTIVE: How Predictive AI Will Change Cybersecurity in 2021

Article Link: https://www.hstoday.us/subject-matter-areas/cybersecurity/perspective-how-predictive-ai-will-change-cybersecurity-in-2021/ Published: March 16, 2021 Author: Dr. Igor Mezic AI-enhanced cybersecurity is a must in 2021 and beyond. Clearly, the industry agrees – you’ll find an endless list of AI security platforms in the marketplace. What do vendors really mean when they use the term “artificial intelligence?” AI can be a fluid term, and …

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AIMdyn Inc. is awarded DARPA SBIR Project

AIMdyn Inc. is Awarded DARPA SBIR Project:   “Koopman Operator-Based Forecasting for Nonstationary Processes from Near-Term, Limited Observational Data”   In this project we aim to develop prediction methodology, based on Koopman operator theory, for nonstationary processes, with low amount of observational data, performed with low computational power. The use of the Koopman operator theory …

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AIMdyn’s Co-Founder, Dr. Igor Mezic Receives Crawford Prize

See Full Article: https://sinews.siam.org/Details-Page/may-2021-prize-spotlight Published: May 4, 2021 Author: Siam News   Igor Mezić is the 2021 recipient of the J.D. Crawford Prize. The award was presented virtually at the SIAM Conference on Application of Dynamical Systems (DS21), held in a virtual format May 23 – 27, 2021. The prize is awarded to Mezić for his …

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Adriana J. Mezic Interviewed for the CEOCFO Magazine.

See Full Article: https://www.ceocfointerviews.com/aimdyn21.html Published: March 15, 2021 Interview conducted by: Lynn Fosse, Senior Editor   CEOCFO: Ms. Mezic, what is the concept behind AIMdyn, Inc? Ms. Mezic: The concept of AIMdyn is that we are the company that loves big, messy data. We can unscramble practically any data and make sense out of it to solve …

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