Predictive Science Laboratory (@PredictiveScienceLab)
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Top repositories

1

uq-course

Introduction to Uncertainty Quantification
Jupyter Notebook
234
star
2

data-analytics-se

ME 539 - Introduction to Scientific Machine Learning
Jupyter Notebook
105
star
3

pysmc

Sequential Monte Carlo working on top of pymc
Python
50
star
4

py-design

Design of random experiments in Python
Fortran
25
star
5

py-mcmc

A simple MCMC framework for training Gaussian processes adding functionality to GPy.
Python
21
star
6

py-orthpol

Construct orhogonal polynomials using Python
Fortran
19
star
7

inverse-bgo

Use Bayesian Global Optimization to solve inverse problems
Python
13
star
8

variational-elliptic-SPDE

Jupyter Notebook
12
star
9

advanced-scientific-machine-learning

ME 697 - Advanced Scientific Machine Learning
Jupyter Notebook
11
star
10

pift-paper-2023

Physics-informed information field theory - Solve inverse problems with built-in model form uncertainty estimation
C++
11
star
11

py-bgo

An implementation Bayesian global optimization in Python
Python
10
star
12

cluster-opt-bgo

Bayesian Global Optimization for Minimum Energy Cluster Identification
Python
7
star
13

py-aspgp

Python
5
star
14

paper-2023-inverse-map-karumuri

Code for the inverse map paper
3
star
15

orthojax

Orthogonal polynomials (polynomial chaos) in Jax.
Python
2
star
16

paper-2023-strength-karumuri

Jupyter Notebook
1
star
17

pslab

Documentation on the labs codes
1
star