Ceder Group

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34 repositories

AutoEMX
Public
Automated Electron Microscopy X-Ray Spectroscopy for Compositional Characterization of Materials. Currently supporting SEM EDS.
automation composition electron-microscopy
automation composition electron-microscopy microscopy sem eds powder xray-spectroscopy sem-eds powder-composition
Python
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Other
•2•5•0•1•Updated Apr 23, 2026Apr 23, 2026
sparse-lm
Public
Sparse Linear Regression Models
Python
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Other
•6•19•2•3•Updated Apr 14, 2026Apr 14, 2026
smol
Public
Statistical Mechanics on Lattices
monte-carlo statistical-mechanics ising-model
monte-carlo statistical-mechanics ising-model materials-science lattice-gas cluster-expansion
Python
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Other
•18•96•16•9•Updated Apr 14, 2026Apr 14, 2026
WFacer
Public
Modulated automation of cluster expansion based on atomate2 and Jobflow
statistical-mechanics cluster-expansion atomistic-modelling
statistical-mechanics cluster-expansion atomistic-modelling lattice-thermodynamics
Python
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Other
•2•12•3•13•Updated Apr 14, 2026Apr 14, 2026
alab_gpss_public
Public
Python
•0•3•0•0•Updated Apr 11, 2026Apr 11, 2026
dara
Public
DARA: Data-driven Automated Rietveld Analysis for powder XRD phase search and refinement
material-science xrd rietveld-refinement
material-science xrd rietveld-refinement tree-searching
Python
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MIT License
•12•43•2•1•Updated Apr 9, 2026Apr 9, 2026
alab_control
Public
Python
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MIT License
•3•9•56•0•Updated Feb 26, 2026Feb 26, 2026
alabos
Public
AlabOS: Managing the workflows in the Autonomous lab
Python
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MIT License
•11•51•24•1•Updated Feb 26, 2026Feb 26, 2026
chgnet
Public
Pretrained universal neural network potential for charge-informed atomistic modeling https://chgnet.lbl.gov
machine-learning atomistic-simulations force-fields
machine-learning atomistic-simulations force-fields graph-neural-networks charge-transport charge-distribution computational-materials-science
Python
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Other
•98•380•3•0•Updated Feb 19, 2026Feb 19, 2026
CASCADE
Public
Cumulative Agentic Skill Creation through Autonomous Development and Evolution
Python
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MIT License
•3•26•0•0•Updated Feb 9, 2026Feb 9, 2026
.github
Public
shared file and templates repo
0•0•0•0•Updated Mar 17, 2025Mar 17, 2025
TEMExtraction
Public
Jupyter Notebook
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MIT License
•1•7•0•0•Updated Jan 6, 2025Jan 6, 2025
synthesis-action-retriever
Public
Annotated dataset and scripts for automatic retrieval of materials synthesis actions.
Python
•2•5•1•0•Updated Mar 18, 2024Mar 18, 2024
MatEntityRecognition
Public
Extract materials from paragraphs and recognize the targets and precursors
Python
•4•7•1•2•Updated Mar 13, 2024Mar 13, 2024
MaterialAmountExtractor
Public
Python
•1•0•0•0•Updated Mar 13, 2024Mar 13, 2024
text2chem
Public
RegEx-based text parser that converts chemical terms and material entities into chemical datastructure.
natural-language-processing text-mining named-entity-recognition
natural-language-processing text-mining named-entity-recognition material-science
Python
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MIT License
•5•4•1•0•Updated Feb 4, 2024Feb 4, 2024
SynthesisSimilarity
Public
Python
•4•38•0•0•Updated Nov 16, 2023Nov 16, 2023
ValenceSolver
Public
Python
•1•0•0•0•Updated Nov 13, 2023Nov 13, 2023
text-mined-synthesis_public
Public
Codes for text-mined solid-state reactions dataset
natural-language-processing text-mining dataset
natural-language-processing text-mining dataset materials-science inorganic-materials-synthesis solid-state-reactions
Python
•25•94•3•0•Updated Oct 7, 2023Oct 7, 2023
alab_experiment_helper
Public
Python
•1•0•0•0•Updated Dec 13, 2022Dec 13, 2022
s4
Public
Solid-state synthesis science analyzer. Thermo, features, ML, and more.
machine-learning thermodynamics materials-science
machine-learning thermodynamics materials-science materials-informatics feature-importance solid-state-synthesis
Jupyter Notebook
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MIT License
•7•26•0•0•Updated Sep 1, 2022Sep 1, 2022
text-mined-solution-synthesis_public
Public
Jupyter Notebook
•3•18•1•0•Updated May 25, 2022May 25, 2022
synthesis-paragraph-classifier
Public
Codes and models for "Semi-supervised machine-learning classification of materials synthesis procedures". (https://doi.org/10.1038/s41524-019-0204-1)
topic-modeling materials-science journal-article
topic-modeling materials-science journal-article classification-model
Python
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MIT License
•3•10•0•0•Updated Apr 24, 2022Apr 24, 2022
SynCheck
Public
SynCheck is a web interface for the Text Mining Pipeline that processes synthesis text, extracts information about targets, precursors and synthesis operations,…
nlp natural-language-processing material-design
nlp natural-language-processing material-design materials-science materials-informatics material-synthesis
Python
•1•0•0•0•Updated Mar 5, 2022Mar 5, 2022
MatBERT_NER
Public
General training framework for NER models on MatBERT
Python
•9•10•2•0•Updated Feb 13, 2022Feb 13, 2022
TEMExtraction-webapp
Public
Jupyter Notebook
•0•2•0•0•Updated Dec 23, 2021Dec 23, 2021
MaterialParser
Public
Utility to compile string of chemical terms into data structure with chemical formula and composition
python natural-language-processing text-mining
python natural-language-processing text-mining composition materials-science chemical-compounds material-parser chemical-terms
Python
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MIT License
•7•13•4•1•Updated Sep 17, 2021Sep 17, 2021
text-mined-aunp-synthesis_public
Public
Jupyter Notebook
•2•6•0•0•Updated Sep 15, 2021Sep 15, 2021
MatBERT-synthesis-classifier
Public
A synthesis paragraph classifier built by fine-tuning MatBERT
nlp classifier materials-science
nlp classifier materials-science bert-model
Python
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MIT License
•3•6•0•0•Updated May 13, 2021May 13, 2021
ReactionCompleter
Public
Heuristics to complete a chemical reaction
Python
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MIT License
•2•2•0•0•Updated Mar 25, 2021Mar 25, 2021

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