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annotated-materials-syntheses

article-downloader

Uses publisher APIs to programmatically retrieve scientific journal articles for text mining.

bert

TensorFlow code and pre-trained models for BERT

bilm-tf

Tensorflow implementation of contextualized word representations from bi-directional language models

cross-domain-exploration

deep-rl-inorganic

Code and data for the paper Deep Reinforcement Learning for Inverse Inorganic Materials Design by Karpovich et al.

factorie-mongodb-adapter

interpretable-condition-prediction

Code and data for the paper Interpretable Machine Learning Enabled Inorganic Reaction Classification and Synthesis Condition Prediction by Karpovich et al.

li-sse-processing-conditions

Public release of data for the processing conditions of Li SSEs

limesoupmit

LimeSoup is a package to parse HTML or XML papers from different publishers.

materials-synthesis-generative-models

Public release of data and code for materials synthesis generation

materials-word-embeddings

Word2Vec model trained across 640k+ materials science journal articles

matkg

Code Base for MatKG Dataset paper

nlp4sib

Datasets and pre-trained models for Munjal, Mrigi, et al. "Scaling Sodium-ion Battery Development with NLP." AI for Accelerated Materials Design-NeurIPS 2023 Workshop. 2023.

osda_generator

phase-sentiment

sdata-data-plots

Plots for "Machine-learned and codified synthesis parameters of oxide materials" in the journal Scientific Data

synthesis-api

Codebase for Synthesis Project API server

synthesis-database-public

Codebase for compiling a database of materials syntheses

synthesis-thermo-public

Implementations of material-embedding and thermodynamic-function-learning models

table_extractor

Extracts tables into json format from HTML/XML files