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🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
ai4science
awesome-list
best-of-list
drug-discovery
condensed-matter
surrogate-models
quantum-chemistry
molecular-dynamics
materials-discovery
electronic-structure
scientific-computing
materials-informatics
interatomic-potentials
computational-chemistry
density-functional-theory
atomistic-machine-learning
scientific-machine-learning
computational-materials-science
Created
2023-06-09
406 commits to main branch, last one 9 days ago
Pretrained universal neural network potential for charge-informed atomistic modeling https://chgnet.lbl.gov
Created
2023-02-24
431 commits to main branch, last one about a month ago
MatterSim: A deep learning atomistic model across elements, temperatures and pressures.
Created
2024-09-06
95 commits to main branch, last one 3 days ago
quacc is a flexible platform for computational materials science and quantum chemistry that is built for the big data era.
Created
2021-12-18
2,916 commits to main branch, last one 3 days ago
doped is a Python software for the generation, pre-/post-processing and analysis of defect supercell calculations, implementing the defect simulation workflow in an efficient, reproducible, user-frien...
Created
2020-05-19
1,626 commits to main branch, last one 6 months ago
A collection of interactive notebooks to explain concepts of quantum mechanics and related topics
Created
2020-04-27
820 commits to master branch, last one 2 months ago
A Virtual Machine for computational materials science
Created
2017-10-09
373 commits to main branch, last one 9 months ago
Package to perform automatic bonding analysis with the program Lobster in the field of computational materials science and quantum chemistry
Created
2021-03-01
1,801 commits to main branch, last one a day ago
Cellular automata code for alloy nucleation and solidification written with Kokkos
Created
2021-06-04
681 commits to master branch, last one 15 days ago
Application of Large Language Models (LLM) for computational materials science - visit jan-janssen.com/LangSim
Created
2024-05-02
185 commits to main branch, last one about a month ago
A tool for streamlining data analysis and visualisation for thermoelectrics and charge carrier transport in computational materials science.
Created
2020-07-03
368 commits to master branch, last one a day ago
Band structure unfolding made easy!
Created
2022-02-20
247 commits to main branch, last one 15 days ago