Surrogate Optimization
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Surrogate Optimization
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Aretha Teckentrup (Edinburgh) - Surrogate models in Bayesian inverse problems
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Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or #simulations. They provide a global model of some metric of a design—such as weight, aerodynamic drag, or cost—which can then be #optimized efficiently. Written for postgraduate students and engineers our March Book of the Month is a practical guide to using #surrogates in #engineering #design. https://arc.aiaa.org/doi/book/10.2514/4.479557 | AIAA - The American Institute of Aeronautics
0:55
Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or #simulations. They provide a global model of some metric of a design—such as weight, aerodynamic drag, or cost—which can then be #optimized efficiently. Written for postgraduate students and engineers our March Book of the Month is a practical guide to using #surrogates in #engineering #design. https://arc.aiaa.org/doi/book/10.2514/4.479557 | AIAA - The American Institute of Aeronautics
306 viewsMar 21, 2022
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Bayesian optimization is a method used to optimize complex functions that are expensive or time-consuming to evaluate. It is widely applied in machine learning, engineering, and scientific research to improve efficiency and precision, particularly in scenarios like hyperparameter tuning and experimental design. ✔️ Efficient Function Evaluation: Bayesian optimization minimizes costly evaluations, making it ideal for scenarios where each evaluation has a high resource cost. ✔️ Versatility: It hand
0:07
Bayesian optimization is a method used to optimize complex functions that are expensive or time-consuming to evaluate. It is widely applied in machine learning, engineering, and scientific research to improve efficiency and precision, particularly in scenarios like hyperparameter tuning and experimental design. ✔️ Efficient Function Evaluation: Bayesian optimization minimizes costly evaluations, making it ideal for scenarios where each evaluation has a high resource cost. ✔️ Versatility: It hand
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