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Maruti Kumar Mudunuru's Projects

ai_modex_pflotran icon ai_modex_pflotran

AI-enabled model-experimental-data integration to emulate and calibrate PFLOTRAN

cnn-surrogate icon cnn-surrogate

Bayesian deep convolutional encoder-decoder networks for surrogate modeling and uncertainty quantification

dl4hgp icon dl4hgp

Deep Learning to Estimate Permeability using Geophysical Data

dl4sci-tf-tutorials icon dl4sci-tf-tutorials

Official TensorFlow 2.0 tutorial notebooks for the Deep Learning for Science School at LBNL

dl4swat icon dl4swat

Scalable deep learning for SWAT model calibration

eos-essi-data-table icon eos-essi-data-table

In this Github link, we provide a table that summarizes FAIR data repositories. This table is for Earth and Space Science Informatics EOS-article.

gptutorial icon gptutorial

A hands-on tutorial on supervised learning with Gaussian processes

pflotran-sip icon pflotran-sip

This is a public repository of input files that were used for the example problem of PFLOTRAN-SIP framework.

pinns icon pinns

Physics-informed neural networks

pinns-tf2.0 icon pinns-tf2.0

TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).

sa-pinns icon sa-pinns

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

seismodl101 icon seismodl101

Tutorial on seismic signal/noise classification; from linear to deep classifiers

tensordiffeq icon tensordiffeq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

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