- These are databases and demo codes for the following paper
- "Integrating multiple materials science projects in a single neural network"
- Published in "Communications Materials"
- conda env create -f=requirements.yaml
- Checked with Ubuntu 18.04.5 LTS
- Making the environment seems to fail on Windows and Mac (ResolvePackageNotFound error).
- You can view databases used in the study in a "database" folder
- You can run jupyter notebook codes for the demo codes in a "codes" folder (prediction of conductivity of PEDOT-PSS from texts, multitask learning of multiple databases, inverse problems, and control experiments against the graph approach)
- Kan Hatakeyama-Sato and Kenichi Oyaizu
- Waseda University
- https://kanhatakeyama.github.io/
- http://www.appchem.waseda.ac.jp/~polymer/PolymerDatabase/
Thank you!