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Technical Articles

Sharing the latest insights on AI-driven efficiency and quality improvements in pharmaceutical and bio research.

2025/10/01

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.

Bayesian Optimization Medium Design of Experiments Cell Culture

2025/10/01

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.

Python Bayesian Optimization Cell Culture

2025/10/01

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.

Python Bayesian Optimization Cell Culture