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Matt Levine's Projects

contrnn icon contrnn

Exploring methodology for continuous-time RNNs as non-Markovian closures to physics-based models

emerge2ohdsi_information_loss_curated icon emerge2ohdsi_information_loss_curated

Evaluate information loss between curated ICD9 concept sets and standard OMOP mappings, as well as custom concept sets designed using OMOP standard vocabularies

got_risk_analysis icon got_risk_analysis

Simulations for Risk board game strategies (Game of Thrones edition), especially for home-grown variations on the game, like "Capitals".

hugo-academic icon hugo-academic

📝 The website builder for Hugo. Build and deploy a beautiful website in minutes!

improved3dvar icon improved3dvar

Our goal is to design data-driven methods for learning the gain matrix in 3DVAR.

improvedda icon improvedda

Investigating data-driven methods for improving the structure of data-assimilation algorithms

loop icon loop

An automated insulin delivery app template for iOS, built on LoopKit

magnetic_pendulum icon magnetic_pendulum

Studying data-driven learning of a magnetic pendulum ODE via random features and other approaches

mechrnn icon mechrnn

development of an RNN framework with embedded mechanistic models

modified-sindy icon modified-sindy

Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from Data

nbeddyn icon nbeddyn

Learning latent dynamics for partially-observed chaotic systems

pinns icon pinns

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

pyrfm icon pyrfm

A library for random feature maps in Python.

rnn-rc-chaos icon rnn-rc-chaos

RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.

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