matbench
Matbench: Benchmarks for materials science property prediction
AI summary
Materials Science Benchmarking Tool
Provides tools and resources for testing machine learning performance on materials science data
- stars
- 132
- forks
- 47
- watching
- 8
- awesome list
- 1
Similar projects
Found by comparing what the projects do, not just their names.
Materials simulator
A toolkit for machine learning in materials science, enabling the development of predictive models and simulations.
Materials model evaluator
An evaluation framework for machine learning models used in materials discovery
Material predictor
A Python package implementing a machine learning framework for predicting material properties from composition or crystal structure data.
Material predictor
A deep learning framework for predicting material properties from composition information.
Material database framework
A framework for building and managing material properties databases
Visualization toolkit
A toolkit for visualizing data in materials science and informatics
Generative metrics benchmark
Provides standardized benchmarks for evaluating the quality of generative models for crystal structures.
Multimodal benchmarking
Evaluates and benchmarks multimodal language models' ability to process visual, acoustic, and textual inputs simultaneously.
Materials Embeddings
Unsupervised word embeddings capture latent knowledge from materials science literature
Neural property predictor
A toolbox for training and applying deep neural networks to predict atomistic properties of molecules and materials
Benchmarking
Comparative benchmarks of various machine learning algorithms
Model benchmarking suite
Measures the performance of deep learning models in various deployment scenarios.
Workflow automation library
Automates complex materials science workflows using simple Python functions
ML benchmark
A benchmark for evaluating machine learning algorithms' performance on large datasets
Materials simulator
An open-source software package for data-driven materials design using atomistic simulations and machine learning techniques.
Featured in 1 awesome list
Each link jumps to the spot where the list mentions matbench.
