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MaterialsMaterials Tutorials

Materials Tutorials

Hands-on notebooks for materials informatics and ML.

Transformers for Materials

github.com/lamalab-org/llm-tutorial 

LlamaLab — Tutorials on transformers in chemistry and materials science, from Kevin Jablonka’s blog posts.

matminer Tutorials

hackingmaterials.lbl.gov/matminer 

Feature engineering for materials science with working examples.


Tutorial Directory

TutorialTopicsFormat
Transformers for Materials LLMs for materialsJupyter
matminer tutorials Feature engineeringJupyter
ML for Materials Course Regression, NNPsJupyter
Materials Informatics ML for discoveryJupyter

Running Tutorials

# Create environment conda create -n materials python=3.10 conda activate materials # Install core tools pip install pymatgen matminer ase jupyter pandas scikit-learn # For deep learning pip install torch