desy-ml

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7 repositories

cheetah
Public
Fast and differentiable particle accelerator optics simulation for reinforcement learning and optimisation applications.
python machine-learning reinforcement-learning simulation data-collection accelerator-physics differentiable-simulations
Python
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GNU General Public License v3.0
•14•36•48•8•Updated Dec 20, 2024Dec 20, 2024
cheetah-demos
Public
Demos of Cheetah being used for various applications presented in "Cheetah: Bridging the Gap Between Machine Learning and Particle Accelerator Physics with High-Speed, Differentiable Simulations"
machine-learning bayesian-optimization differentiable-simulations
Jupyter Notebook
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GNU General Public License v3.0
•0•3•2•0•Updated Nov 3, 2024Nov 3, 2024
llm-accelerator-tuning-release
Public
Code for the paper "Large Language Models for Human-Machine Collaborative Particle Accelerator Tuning through Natural Language"
Jupyter Notebook
•0•0•0•0•Updated Oct 13, 2024Oct 13, 2024
rl-vs-bo
Public
Code for the paper "Learning to Do or Learning While Doing: Reinforcement Learning and Bayesian Optimisation for Online Continuous Tuning"
reinforcement-learning bayesian-optimization particle-accelerators
Jupyter Notebook
•1•9•0•0•Updated Nov 15, 2023Nov 15, 2023
acss-services
Public
Python
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MIT License
•0•0•0•0•Updated Jan 25, 2023Jan 25, 2023
acss-core
Public
Python
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GNU General Public License v3.0
•0•1•1•0•Updated Jan 24, 2023Jan 24, 2023
mle-school-2022-use-case-desy-ii
Public
Repository for the hands-on part of the Use Case DESY II session at MLE School 2022
Jupyter Notebook
•1•3•0•0•Updated Sep 13, 2022Sep 13, 2022