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drkleiber's Projects

ar-pde-cnn icon ar-pde-cnn

Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

cnn-surrogate icon cnn-surrogate

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

d2l-pytorch icon d2l-pytorch

This project reproduces the book Dive Into Deep Learning (www.d2l.ai), adapting the code from MXNet into PyTorch.

deephyper icon deephyper

DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks

deepmd-kit icon deepmd-kit

A deep learning package for many-body potential energy representation and molecular dynamics

deepxde icon deepxde

Deep learning library for solving differential equations

moose icon moose

Multiphysics Object Oriented Simulation Environment

pinns icon pinns

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

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

pytorch-gan icon pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

pytorch-seq2seq icon pytorch-seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

sdl_ai_workshop icon sdl_ai_workshop

The ALCF hosts a regular simulation, data, and learning workshop to help users scale their data science workflows. This workshop agenda repo focuses on AI capabilities at scale.

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