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Bring back
ml_classical_shadows
demo (#1214)
This reverts the deletion of "Machine learning for quantum many-body problems" tutorial as a non-executable demo compatible with the latest version of PennyLane. [sc-68239] --------- Co-authored-by: Ivana Kurečić <[email protected]>
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_static/demonstration_assets/ml_classical_shadows/model_comparison.png
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{ | ||
"title": "Machine learning for quantum many-body problems", | ||
"authors": [ | ||
{ | ||
"username": "whatsis" | ||
} | ||
], | ||
"dateOfPublication": "2022-05-02T00:00:00+00:00", | ||
"dateOfLastModification": "2024-09-05T00:00:00+00:00", | ||
"categories": [ | ||
"Quantum Machine Learning" | ||
], | ||
"tags": [], | ||
"previewImages": [ | ||
{ | ||
"type": "thumbnail", | ||
"uri": "_static/demo_thumbnails/regular_demo_thumbnails/thumbnail_machine_learning_quantum_manybody_problems.png" | ||
}, | ||
{ | ||
"type": "large_thumbnail", | ||
"uri": "_static/demo_thumbnails/large_demo_thumbnails/thumbnail_large_machine_learning_quantum_manybody_problems.png" | ||
} | ||
], | ||
"seoDescription": "Learn how to apply machine learning to quantum many-body problems by using classical shadow formalism and ML to predict the ground-state properties of the 2D antiferromagnetic Heisenberg model.", | ||
"doi": "", | ||
"canonicalURL": "/qml/demos/ml_classical_shadows", | ||
"references": [ | ||
{ | ||
"id": "preskill", | ||
"type": "article", | ||
"title": "Provably efficient machine learning for quantum many-body problems", | ||
"authors": "H. Y. Huang, R. Kueng, G. Torlai, V. V. Albert, J. Preskill", | ||
"year": "2021", | ||
"journal": "", | ||
"url": "https://arxiv.org/abs/2106.12627" | ||
}, | ||
{ | ||
"id": "neurtangkernel", | ||
"type": "article", | ||
"title": "Neural tangent kernel: Convergence and generalization in neural networks", | ||
"authors": "A. Jacot, F. Gabriel, and C. Hongler", | ||
"year": "2018", | ||
"journal": "", | ||
"url": "https://proceedings.neurips.cc/paper/2018/file/5a4be1fa34e62bb8a6ec6b91d2462f5a-Paper.pdf" | ||
} | ||
], | ||
"basedOnPapers": ["10.48550/arXiv.2106.12627"], | ||
"referencedByPapers": [], | ||
"relatedContent": [ | ||
{ | ||
"type": "demonstration", | ||
"id": "tutorial_classical_shadows", | ||
"weight": 1.0 | ||
}, | ||
{ | ||
"type": "demonstration", | ||
"id": "tutorial_kernel_based_training", | ||
"weight": 1.0 | ||
}, | ||
{ | ||
"type": "demonstration", | ||
"id": "tutorial_kernels_module", | ||
"weight": 1.0 | ||
} | ||
] | ||
} |
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