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Commit 75aa5e52 authored by Christopher Sutton's avatar Christopher Sutton
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"type": "demos",
"attributes": {
"title": "Insightful classification of crystal structures using deep learning",
"logicalPath": "https://analytics-toolkit.nomad-coe.eu/beaker/cM/start/home/beaker/tutorials/insightful_class_deep_learning_nature_comm2018.bkr?image=analytics-toolkit.nomad-coe.eu:5509/ziletti/face-of-crystals-2017:v2.0.3-squashed",
"logicalPath": "/beaker/cM/start/home/beaker/tutorials/insightful_class_deep_learning_nature_comm2018.bkr?image=analytics-toolkit.nomad-coe.eu:5509/ziletti/face-of-crystals-2017:v2.0.3-squashed",
"authors": ["Ziletti, Angelo", "Kumar, Devinder", "Scheffler, Matthias", "Ghiringhelli, Luca"],
"editLink": "https://analytics-toolkit.nomad-coe.eu/beaker/cM/start/home/beaker/tutorials/insightful_class_deep_learning_nature_comm2018.bkr?image=analytics-toolkit.nomad-coe.eu:5509/ziletti/face-of-crystals-2017:v2.0.3-squashed",
"editLink": "/beaker/cM/start/home/beaker/tutorials/insightful_class_deep_learning_nature_comm2018.bkr?image=analytics-toolkit.nomad-coe.eu:5509/ziletti/face-of-crystals-2017:v2.0.3-squashed",
"isPublic": true,
"username": "tutorialsNew",
"description": "In this notebook, we use a machine learning-based approach to automatically classify structures by crystal symmetry; first, we represent crystals by a diffraction image, then use a neural network for classification. The notebook allows to reproduce the main results of: A. Ziletti, D. Kumar, M. Scheffler and L. M. Ghiringhelli, Nature Communications 9, 2775 (2018)",
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