This paper applying Koopman to badger movement is fun, especially given my postdoc was in math biology at @warwickuni (loved it there!),

A nice application of #Koopmanoperator theory to galactic dynamics here:

Last May, we held a workshop in Otranto, Italy, connecting Koopman operator theory and climate science. Here is a writeup on it #AI #Koopmanoperator #ML #dynamicalsystems #chaostheory.

RT @wredman4: 🚨 new paper out in Chaos "Koopman Learning with Episodic Memory"! Really excited about this work and,….

I got into science in no small part due to reading James Gleick's "#Chaos" with its wonderful depictions of the discovery process. #Lorenzattractor was one of those great discoveries. It is an example of a physical system exhibiting chaotic motion and sensitivity to initial

AI for dynamical systems: the architecture that incorporates 1) a block of DNN for embeddings (feature engineering) and 2) a block of Koopman Operator based predictor/controller is emerging as a promising one in terms of accuracy and lean computation. Kolmogorov Arnold Networks.

Koopman Operator Theory provides a framework for #metalearning of #neuralnetworks . Our paper - accepted as #NeurIPS highlight - with @wredman4 et al. provides methodology for comparing neural network training protocols. #AI #ML #KoopmanOperator.

RT @wredman4: Our paper "Identifying Equivalent Training Dynamics" was accepted as a spotlight (top ~5%) 💡 to NeurIPS! A real dream team (b….

RT @wredman4: A big thanks to the great team!: @hopfbifurcator @s_acosta_4 @ninamiolane . Newest version of the paper: .

Nice recognition by the USA Today that #Koopmanoperator based AI systems provide a framework for real time diagnostics and reasoning for network security threats! Congrats to everyone at @MixModeAI ! #AI #ML.

AI omnipresent these days but most of the news we hear are about LLM's and generative AI for visuals. There is much more use for #AI , some in areas such as human ability improvement. Here is one that can be applied to rehabilitation from hand injuries #KoopmanOperator #ML.

USA News and World report issued their latest rankings . It is interesting that UCSB, is 6th (!!!!) in the nation measuring Faculty Research Impact (second of all public schools)! By my count in front of it are only MIT, Stanford, Harvard, Berkeley and

For Koopman modelers: I added to my Youtube channel the series of videos on the PyKMD software. #AI #KoopmanOperator #ML #DynamicalSystems.

The need for a paradigm shift in building AI models is clear. #AI #Koopman #ML.

My July lecture at the Fields Institute on "The Operator is the Model" is at #AI #ML #dynamicalsystems #KoopmanOperator #theoperatoristhemodel.

Given my training in guitar, I feel there is a full circle achieved with this paper that considers dynamics of strings of musical instruments using Koopman operator-based machine learning 😀. Added bonus: comps to a number of other methods, all outperformed by the Koopman.

One of the reasons AI systems need an enormous amount of training and associated energy is that they do not feature a layered design that separates perception (detection), reasoning and communication. @MixModeAI 's AI -featuring @Aimdyn_Inc's Koopman operator based methodology.

RT @PeterMorganQF: @stevenstrogatz Needs more Koopman methods? (I'm —very— biased because I think Koopman's Hilbert….

RT @Aimdyn_Inc: One month after release and our community of users is continuing to grow each day! Have you tried PyKMD yet?.#DataScience #….