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Search results for material materials science
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materials-science
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43 search results found
Pymatgen
⭐
1,254
Python Materials Genomics (pymatgen) is a robust materials analysis code that defines classes for structures and molecules with support for many electronic structure codes. It powers the Materials Project.
Megnet
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444
Graph Networks as a Universal Machine Learning Framework for Molecules and Crystals
Matminer
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422
Data mining for materials science
Awesome Materials Informatics
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310
Curated list of known efforts in materials informatics = modern materials science
Maml
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300
Python for Materials Machine Learning, Materials Descriptors, Machine Learning Force Fields, Deep Learning, etc.
Pycalphad
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250
CALPHAD tools for designing thermodynamic models, calculating phase diagrams and investigating phase equilibria.
Atomai
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164
Deep and Machine Learning for Microscopy
Bestpractices
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142
Things that you should (and should not) do in your Materials Informatics research.
Pymks
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88
Materials Knowledge System in Python
Damask
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81
Düsseldorf Advanced Material Simulation Kit (Read-only mirror)
Cgnn
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75
Crystal Graph Neural Networks
Foundry
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71
Simplifying the discovery and usage of machine-learning ready datasets in materials science and chemistry
Crabnet
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65
Predict materials properties using only the composition information!
Ml4chem
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64
ML4Chem: Machine Learning for Chemistry and Materials
Modnet
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62
MODNet: a framework for machine learning materials properties
Elemnet
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60
Deep Learning the Chemistry of Materials From Only Elemental Composition for Enhancing Materials Property Prediction
Espei
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54
Fitting thermodynamic models with pycalphad - https://doi.org/10.1557/mrc.2019.59
Text Mined Synthesis_public
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52
Codes for text-mined solid-state reactions dataset
Bgolearn
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49
A Bayesian global optimization package for material design | Adaptive Learning | Active Learning
Materials Synthesis Generative Models
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47
Public release of data and code for materials synthesis generation
Thermo_pw
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47
Thermo_pw is a driver of quantum-ESPRESSO routines for the automatic computation of ab-initio material properties.
Pymicro
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36
A Python package to work with material microstructures and 3d data sets
Ai4materials
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35
Deep learning for crystal-structure recognition and analysis of atomic structures
Openmaterial
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33
3D model exchange format with physical material properties for virtual development, test and validation of automated driving.
Thermoparser
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31
A tool for streamlining data analysis and visualisation for thermoelectrics and charge carrier transport in computational materials science.
Materials Word Embeddings
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27
Word2Vec model trained across 640k+ materials science journal articles
Mpes
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26
Distributed data processing routines for multidimensional photoemission spectroscopy (MPES)
Mpds Api
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23
Tutorials, notebooks, issue tracker, and website on the MPDS API: the data retrieval interface for the Materials Platform for Data Science
Lamipy
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20
Composite laminates engineering simulations in Python.
Tilde
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19
Materials informatics framework for ab initio data repositories
Mathinmse.github.io
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15
Applied Matematical Methods in Materials Engineering
Pytopomat
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15
Python Topological Materials (pytopomat) is a code for easy, high-throughput analysis of topological materials.
Twod_materials
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14
High throughput workflow tools for characterizing 2D materials in VASP.
Materials Coord
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13
MaterialsCoord: infrastructure to benchmark crystal structure coordination algorithms
Amlearn
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11
Machine Learning Package Targeted for Amorphous Materials.
Pumml
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11
Positive and Unlabeled Materials Machine Learning (pumml) is a code that uses semi-supervised machine learning to classify materials from only positive and unlabeled examples.
Scheil
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10
A Scheil-Gulliver simulation tool using pycalphad.
Materials Designer
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9
A standalone React.js/Redux based web application for the design and visualization of atomistic materials structures. Used at Mat3ra.com and can be deployed in standalone mode.
Mse Machinelearning Notebooks
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8
Machine Learning Introduction for a Material Scientist
Materials.sh
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8
materials.sh
Smact_workflows
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7
Computational experiments using SMACT for materials design
Maptool
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7
Materials Project Tool : An useful tool for manipulating, analying and visualization input and output of materials simulation codes.
Tutorial
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7
Basic info and tutorials for the GUI of the Materials Platform for Data Science (MPDS)
Metallurgy
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7
Calculates approximate properties of alloy compositions
Esse
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6
JSON schemas and examples representing structural data, characteristic properties, modeling workflows and related data about materials standardizing the diverse landscape of information
Made.js
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6
Materials Design in Javascript (made.js). A JavaScript (Node) library allowing for the creation and manipulation of material structures from atoms up on the web.
Synthesis Api
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5
Codebase for Synthesis Project API server
Optimade Client
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5
Isomorphic TypeScript / JavaScript client to aggregate all the official Optimade providers
Quantum_esperanto
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5
Very fast parser for the XML logs produced with the VASP, Vienna Ab initio Simulation Package
Synthesis Paragraph Classifier
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5
Codes and models for "Semi-supervised machine-learning classification of materials synthesis procedures". (https://doi.org/10.1038/s41524-019-0204-1)
Constitutive
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5
Library that includes standard material models (phenomenological laws) as well as implementations of multiscale homogenization schemes for the modeling of microscopically heterogeneous materials.
Synthesis Database Public
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5
Codebase for compiling a database of materials syntheses
Msgnet
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5
Tensorflow implementation of message passing neural networks for molecules and materials
Bigvasp
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5
A collaborative Mozilla science project to build a materials science database for calculation results using simulation package VASP
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