Materials Tutorials
Hands-on notebooks for materials informatics and ML.
Featured Tutorials
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
| Tutorial | Topics | Format |
|---|---|---|
| Transformers for Materials | LLMs for materials | Jupyter |
| matminer tutorials | Feature engineering | Jupyter |
| ML for Materials Course | Regression, NNPs | Jupyter |
| Materials Informatics | ML for discovery | Jupyter |
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