Bayesian Optimization

concepts · 4 notes linked

Related: Meta · Amrize · University Of Illinois · AI For Science · Hyperopt · Github · Hyperparameter Optimization · Automl

Notes

• AI for American-Produced Cement and Concrete — Meta's BOxCrete Bayesian optimization model for domestic concrete mix design
• Exploring Bayesian Optimization — Gaussian-process surrogate with acquisition functions for expensive black-box optimization
• GitHub - hyperopt/hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python — Python library for serial and parallel hyperparameter search over complex spaces
• Updates to "A Metric Learning Reality Check — Updates to arXiv paper exposing unfair comparisons in metric learning benchmarks