_optimization-and-machine-learning-toolkit-omlt.jpg "Optimization and Machine Learning Toolkit: OMLT from gbts Video Screenshot Preview")
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⏲ Duration: 26 min 54 sec
✓ Published: 04-May-2022
✓ Published: 04-May-2022
Description:
This talk introduces OMLT (https://github.com/cog-imperial/OMLT), an open source software package incorporating surrogate models, which have been trained using machine learning, into larger optimisation problems. Computer science applications include maximizing a neural acquisition function and verifying neural networks. Engineering applications include the use of machine learning models to replace complicated constraints in larger design/operations problems. OMLT 1.0 supports GBTs through an ON
This talk introduces OMLT (https://github.com/cog-imperial/OMLT), an open source software package incorporating surrogate models, which have been trained using machine learning, into larger optimisation problems. Computer science applications include maximizing a neural acquisition function and verifying neural networks. Engineering applications include the use of machine learning models to replace complicated constraints in larger design/operations problems. OMLT 1.0 supports GBTs through an ON
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