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Andrew Pensoneault (Andrewpensoneault)

Andrewpensoneault

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Location:Iowa City, IA / Boston, MA

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Andrew Pensoneault's repositories

HMC-B-PINN---Jax-tutorial

B-PINN - Jax - HMC tutorial

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Lorenz_63_Stochastic_Galerkin_EnKF

PCE-EnKF base on Dongbin Xiu's paper "A Generalized Polynomial Chaos Based Ensemble Kalman Filter"

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ens_assim

A package to perform Ensemble based Data Assimilation in Python

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asynch

A numerical library for solving differential equations with a tree structure. Emphasis is given to hillslope-link river basin models.

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CYOA

A simple OOP based Choose your own Adventure game implemented in Python

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EKF-Parameter-Estimation

Extended Kalman Filter (Currently only contains OLS for Lotka–Volterra equation ODE)

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EnKF

A simple implementation of EnKF based on a simplified model described in "An asynchronous solver for systems of ODEs linked by a directed tree structure"

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bounded_gp_regression

Code used for Bounded GP presentation

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tensor_train_RNN

Data assimilation applied to the tensor-train RNN implemented in TensorFlow on Lorenz 63 for the long term forecasting

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andrewpensoneault.github.io

Personal Website

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B-PINN

B-PINN

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DAPPER

Data Assimilation Package in Python for Experimental Research (DAPPER)

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EKI-BNN---Jax-tutorial

JAX implementation of BNN utilizing Ensemble Kalman Inversion for Inference

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eki_asynch

Tutorial for running EKI tests with asynch

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flax

Flax is a neural network library for JAX that is designed for flexibility.

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Genetic-Algorithm

Genetic Algorithm as applied in Yao 94 with Elitism on noisy SIS ODE system optismized with GLS

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HPM

Hidden physics models: Machine learning of nonlinear partial differential equations

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hydro_examples

Simple one-dimensional examples of various hydrodynamics techniques

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IMDB-RottenTomato-Regression

Applied Probability and Statistics Project; Creating multiple linear regression for lifetime earnings with Boxoffice, IMDB/Rotten Tomatoes scores, and a number of other predictors to determine lifetime revenue for scifi horror movies.

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Intro-Parallel-Computing

Notes from the Lecture series at the University of Iowa

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jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

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letkf

Automatically exported from code.google.com/p/miyoshi

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mlhiphy

Machine Learning for Hidden Physics and Partial Differential Equations

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Modeling-Dengue-with-Controls

Code from my Modeling Biological Systems course spring 2014 modeling Dengue's spread with ODEs between humans and mosquitos, taking into account percipitation and tempeture, with controls. Collaboration between Jacklyn Hellreich, Kimberly Movsesian, and Andrew Pensoneault

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python-package-example

A simple example of creating and consuming a distributable Python package.

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siam-latex

Modernization of the SIAM LaTeX classes.

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storm_forecast_geilo_data_challenge_entry

My entry to the 2019 Geilo Winter School Data Challenge - CNN model

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TDA-for-Streamflow-in-Iowa

A variant of TDA Mapper in R along with several scipts in R/MATLAB to interact with data

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Text-Mining

Introduction to Text Mining in R script from presentation at UPSTAT

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trax

Trax — Deep Learning with Clear Code and Speed

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