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Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
SINDy-PI: A Robust Algorithym for Parallel Implicit Sparse Identification of Nonlinear Dynamics
PySINDy GUI tutorial
PySINDy: A Python Library for Model Discovery
SINDy-PI: A robust algorithm for parallel implicit sparse identification of nonlinear dynamics
PySINDy tutorial 5: Building in physical priors with constraints
Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models
PySINDy tutorial 6: the weak formulation of SINDy and SINDy-PI
Sparse Identification of Nonlinear Dynamics for Model Predictive Control
Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models
System Identification: Sparse Nonlinear Models with Control
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Last Updated: October 2, 2026
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Summary
Automated data-driven modeling, the process of directly discovering the governing equations of a dynamical Machine learning is enabling the discovery of dynamical Speaker: Kadierdan Kaheman Event: Second Symposium on Machine Learning and Dynamical In this video, Kadierdan Kaheman describes SINDy-PI: A This video discusses how to choose good coordinates for the This lecture explores an extension of the
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