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danielathk's Projects

asap icon asap

ASAP is a package that can quickly analyze and visualize datasets of crystal or molecular structures.

cdvae icon cdvae

An SE(3)-invariant autoencoder for generating the periodic structure of materials [ICLR 2022]

cgcnn icon cgcnn

Crystal graph convolutional neural networks for predicting material properties.

chainer icon chainer

A flexible framework of neural networks for deep learning

chgnet icon chgnet

Pretrained universal neural network potential for charge-informed atomistic modeling

computationalphysics2 icon computationalphysics2

Advanced course in Computational Physics, see texbook at http://compphysics.github.io/ComputationalPhysics2/doc/LectureNotes/_build/html/ with an emphasis on computational quantum mechanics, machine learning and quantum computing.

d2l-en icon d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 400 universities from 60 countries including Stanford, MIT, Harvard, and Cambridge.

d4ft icon d4ft

A JAX library for Density Functional Theory.

databook_python icon databook_python

IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz

deepmd-kit icon deepmd-kit

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

deepmind-research icon deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

deepqmc icon deepqmc

Deep learning quantum Monte Carlo for electrons in real space

deepsolid icon deepsolid

A library combining solid quantum Monte Carlo and neural network.

deeptime icon deeptime

Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation

dft_pib_code icon dft_pib_code

Interactive Jupyter Notebooks for learning the fundamentals of Density-Functional Theory (DFT)

dftatom icon dftatom

Routines for Radial Integration of Dirac, Schrödinger, and Poisson Equations

dl4csrc icon dl4csrc

Hitchhiker's Guide to Deep Learning for Computational Scientists

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