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Pradip Si's Projects

alphacrystal icon alphacrystal

AlphaCrytal: Contact map based deep learning algorithm for crystal structure prediction

ase icon ase

Atomic Simulation Environment - mirror of https://gitlab.com/ase/ase

basic_simulation_training icon basic_simulation_training

A document for the Living Journal of Computational Molecular Science (LiveCoMS) which describes basic training for molecular simulations (oriented towards molecular dynamics (MD)), providing some training itself and linking out to other helpful information elsewhere. The intent is that this provide information on the prerequisites which will be required for understanding/following many of the other "best practices" documents being prepared.

cgcnn icon cgcnn

Crystal graph convolutional neural networks for predicting material properties.

cigin icon cigin

AAAI 2020: Chemically Interpretable Graph Interaction Network for Prediction of Pharmacokinetic Properties of Drug-like Molecules

dl-chem-101 icon dl-chem-101

Example implementations of common machine learning projects in chemistry.

dmol-book icon dmol-book

Deep learning for molecules and materials book

handson-ml3 icon handson-ml3

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

hlda icon hlda

HLDA repository for PLUMED-NEST

lapreprint icon lapreprint

📝 A nicely formatted LaTeX preprint template

mdanalysis icon mdanalysis

MDAnalysis is a Python library to analyze molecular dynamics simulations.

mdtraj icon mdtraj

An open library for the analysis of molecular dynamics trajectories

mlcolvar icon mlcolvar

A unified framework for machine learning collective variables for enhanced sampling simulations

mlreview_notebooks icon mlreview_notebooks

Jupyter notebooks for "A high-bias, low-variance introduction to Machine Learning for physicists"

molecularnodes icon molecularnodes

Toolbox for molecular animations in Blender, powererd by Geometry Nodes.

pymatgen icon pymatgen

Python Materials Genomics (pymatgen) is a robust materials analysis code that defines core object representations for structures and molecules with support for many electronic structure codes. It is currently the core analysis code powering the Materials Project.

smtms icon smtms

This is a collection of answers to a SM book Statistical Mechanics Theory and Molecular simulation written by Mark E. Tuckerman. Lecture notes can be added too.

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