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Notes on smarter experiments

Machine learning optimization, experimental design, and getting to better formulations in fewer iterations.

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Jul 19, 2026 · Optimization & R&D

Machine Learning for your Lab, Without the Complexity

A formulator should not have to become a trained data scientist to harness the full power of machine learning. You should not need to know what XGBoost, a neural network, or a random forest is to get results.

4 min read

Jun 14, 2026 · Optimization & R&D

How Does Machine Learning Assisted Formulation Work?

Machine learning assisted materials formulation reads your past experiments results, uses advanced non-parametric modeling to find the underlying trends, then points you when it sees improvement in your objective variables.

2 min read

May 31, 2026 · Optimization & R&D

Pareto Front in Concrete Mix Design

Almost always, formulation teams have to balance and optimize multiple metrics at once. You almost never have a single objective. Concrete mix design is no exception.

3 min read

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