surrogate-models
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Surrogate Modeling Toolbox
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Mar 31, 2025 - Jupyter Notebook
🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
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Mar 31, 2025
Surrogate modeling and optimization for scientific machine learning (SciML)
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Mar 20, 2025 - Julia
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
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Mar 30, 2025 - Python
Surrogate Optimization Toolbox for Python
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Oct 27, 2021 - Jupyter Notebook
Applications of PINOs
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Oct 10, 2022 - Jupyter Notebook
Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods
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Mar 31, 2025 - Rust
Encoding physics to learn reaction-diffusion processes
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Aug 28, 2023 - Python
Sandia Uncertainty Quantification Toolkit
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Dec 21, 2024 - Fortran
3D CNN to predict single-phase flow velocity fields
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Dec 7, 2022 - Python
[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)
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Nov 14, 2024 - Python
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
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Jul 5, 2024 - Python
Dimension reduced surrogate construction for parametric PDE maps
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Mar 21, 2025 - Python
Multi-fidelity Generative Deep Learning Turbulent Flows
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Jan 13, 2021 - Python
A step-by-step guide for surrogate optimization using Gaussian Process surrogate model
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Dec 17, 2020 - Jupyter Notebook
Efficient Multiscale Topology Optimization
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Jul 18, 2022 - MATLAB
In this repository I publish the python code, that was part of my master thesis. The thesis can be found here, however its in German though, sry. :/
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Aug 17, 2019 - Python
An easy to use interface to gravitational wave surrogate models
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Mar 29, 2025 - Jupyter Notebook
Python interface to automatically formulate Machine Learning models into Mixed-Integer Programs
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Feb 26, 2025 - Python
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