Tech Blog
Technical Articles
Sharing the latest insights on AI-driven efficiency and quality improvements in pharmaceutical and bio research.
Bayesian Optimization vs. Classical Design of Experiments for Medium Optimization
We review a paper comparing Bayesian optimization (BBO) and Design of Experiments (DoE) for medium optimization, discussing how BBO achieved over 1.5-fold performance improvement over DoE and the factors behind this result.
Introduction to Bayesian Optimization for Medium Components (Batch Optimization)
We present a practical implementation of batch Bayesian optimization and explain the trade-off between search accuracy and experimental efficiency through a comparison with sequential optimization.
Introduction to Bayesian Optimization for Medium Components
Using a function that simulates cell behavior in response to medium component concentrations, we explain the sequential optimization approach of Bayesian optimization and illustrate the expected results with a Python implementation.