Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: materials-discovery

JuDFTteam/best-of-atomistic-machine-learning

🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.

Size: 4.59 MB - Last synced: about 17 hours ago - Pushed: 7 days ago - Stars: 252 - Forks: 19

janosh/matbench-discovery

An evaluation framework for machine learning models simulating high-throughput materials discovery.

Language: Python - Size: 135 MB - Last synced: 22 days ago - Pushed: 28 days ago - Stars: 70 - Forks: 7

mwolinska/QD4CSP

MSc research project on application of Quality-Diversity algorithms for crystal structure prediction

Language: Python - Size: 6.05 MB - Last synced: 8 days ago - Pushed: 3 months ago - Stars: 1 - Forks: 0

materialsvirtuallab/maml

Python for Materials Machine Learning, Materials Descriptors, Machine Learning Force Fields, Deep Learning, etc.

Language: Jupyter Notebook - Size: 144 MB - Last synced: 15 days ago - Pushed: 15 days ago - Stars: 330 - Forks: 72

Asif-Iqbal-Bhatti/High-Entropy-Alloys

Generate random alloys and compute various properties

Language: Python - Size: 32.7 MB - Last synced: 16 days ago - Pushed: 16 days ago - Stars: 37 - Forks: 7

janosh/thermo

Data-driven risk-conscious thermoelectric materials discovery

Language: Python - Size: 49.5 MB - Last synced: 22 days ago - Pushed: about 2 months ago - Stars: 12 - Forks: 4

CompRhys/aviary

The Wren sits on its Roost in the Aviary.

Language: Python - Size: 29.5 MB - Last synced: 11 days ago - Pushed: about 2 months ago - Stars: 43 - Forks: 10

ml-evs/this-material-does-not-exist

Vote on whether you think predicted crystal structures could be synthesised

Language: Python - Size: 21.5 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 15 - Forks: 2

sparks-baird/mat_discover

A materials discovery algorithm geared towards exploring high-performance candidates in new chemical spaces.

Language: Python - Size: 88.7 MB - Last synced: 16 days ago - Pushed: 7 months ago - Stars: 35 - Forks: 9

CompRhys/roost 📦

Representation Learning from Stoichiometry

Language: Python - Size: 15.1 MB - Last synced: 22 days ago - Pushed: over 1 year ago - Stars: 49 - Forks: 14

sparks-baird/CrabNet Fork of anthony-wang/CrabNet

Predict materials properties using only the composition information!

Language: HTML - Size: 393 MB - Last synced: 28 days ago - Pushed: 11 months ago - Stars: 11 - Forks: 3

romrawinjp/mn-mat-dis

Project page for "Physics-informed graph neural networks accelerating microneedle simulations towards novelty of micro-nano scale materials discovery" as a part of Romrawin Chumpu's master thesis and publication.

Language: JavaScript - Size: 33.6 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0

Robert-Forrest/evomatic

Evolutionary algorithm for development of glassy alloy materials

Language: Python - Size: 87.9 KB - Last synced: 24 days ago - Pushed: over 1 year ago - Stars: 3 - Forks: 0

sparks-baird/crabnet-hyperparameter

Using Bayesian optimization via Ax platform + SAASBO model to simultaneously optimize 23 hyperparameters in 100 iterations (set a new Matbench benchmark).

Language: HTML - Size: 207 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 2 - Forks: 1

sparks-baird/nomad-examples

Examples of using the Novel Materials Discovery (NOMAD) database, especially downloading all chemical formulas.

Language: Python - Size: 25.4 KB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 7 - Forks: 0

tilde-lab/optimade-client

Isomorphic TypeScript / JavaScript client to aggregate all the official Optimade providers

Language: TypeScript - Size: 521 KB - Last synced: 10 days ago - Pushed: 10 months ago - Stars: 5 - Forks: 1

hitarth64/quantum-inspired-cluster-expansion

Quantum-inspired Cluster Expansion: formulating chemical space search as QUBOs and Ising models

Language: Python - Size: 103 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 2 - Forks: 1

sailfish009/roost Fork of CompRhys/roost

Representation Learning from Stoichiometry

Size: 19.7 MB - Last synced: 11 months ago - Pushed: about 3 years ago - Stars: 0 - Forks: 0

Related Keywords
materials-discovery 18 machine-learning 10 materials-science 7 materials-informatics 7 python 3 bayesian-optimization 3 materials-discoveries 3 materials-genome 2 quantum-chemistry 2 pytorch 2 predict-materials-properties 2 evolutionary-algorithms 2 density-functional-theory 2 materials-screening 2 adaptive-design 2 deep-learning 2 self-attention 1 artificial-neural-networks 1 graph-neural-networks 1 attention-mechanism 1 attention-is-all-you-need 1 composition 1 wasserstein-metric 1 wasserstein-distance 1 wasserstein 1 numba 1 materials-project 1 matdiscover 1 earth-movers-distance 1 earth-mover-distance 1 quantum-computing 1 quantum-annealing 1 catalysis 1 optimade-specification 1 optimade-api 1 optimade 1 materials-platform 1 materials-design 1 materials 1 chemoinformatics 1 materials-datasets 1 materials-databases 1 materials-data 1 database 1 cheminformatics 1 transformer-network 1 benchmark 1 adaptive-experimentation-platform 1 genetic-algorithm 1 alloys 1 tree-based-models 1 materials-simulation 1 map-elites 1 crystal-structure-prediction 1 artificial-intelligence 1 interatomic-potential 1 high-throughput-search 1 convex-hull 1 surrogate-models 1 scientific-machine-learning 1 scientific-computing 1 molecular-dynamics 1 interatomic-potentials 1 electronic-structure 1 drug-discovery 1 condensed-matter 1 computational-materials-science 1 computational-chemistry 1 best-of-list 1 awesome-list 1 atomistic-machine-learning 1 ai4science 1 crabnet 1 wren 1 roost 1 material-science 1 uncertainty-estimation 1 thermoelectric-figure-of-merit 1 thermoelectric 1 portfolio-theory 1 vasp 1 sqs 1 screw-dislocations 1 random-alloys 1 p4vasp 1 monte-carlo-simulation 1 mcsqs 1 gsfe 1 bcc-crystal 1 spectroscopy 1 machine-learning-force-field 1 quality-diversity 1