贝叶斯优化（Bayesian Optimization, BO）虽然是超参数调优的利器，但在实际落地中往往会出现收敛慢、计算开销大等问题。很多时候直接“裸跑”标准库里的 BO，效果甚至不如多跑几次 Random Search。 所以要想真正发挥 BO 的威力，必须在搜索策略、先验知识注入以及 ...

Bayesian optimization (BO) can help determine the optimal deposition conditions for high-performance passivation films in solar cells. However, simple implementations tend to suggest excessively thick ...

The presentation below, “Using Bayesian Optimization to Tune Machine Learning Models” by Scott Clark of SigOpt is from MLconf. The talk briefly introduces Bayesian Global Optimization as an efficient ...

The FDA’s new draft guidance on Bayesian methodology signals a shift toward more flexible, data-driven clinical trial designs, enabling sponsors to use prior data and adaptive approaches to improve ...