bayesian-optimization
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Atinary Technologies
Atinary Technologies is a Swiss-American deeptech startup whose no-code SDLabs platform pairs machine learning with lab robotics to run Self-Driving Labs - closed-loop experiments that learn and adapt on the fly, accelerating R&D in chemistry, materials, pharma and climate tech by orders of magnitude.
Quantum Boost
Quantum Boost is a London-based deep-tech startup building an AI formulation assistant for the chemicals and materials industry. Its platform uses Bayesian optimization and machine learning to help R&D scientists design smarter experiments, cut the number of lab trials needed to hit a target, and surface insights from existing experimental data. The company claims its approach reaches formulation targets roughly 2-5x faster than traditional Design of Experiments (DoE), and serves teams working on inks, paints and coatings, pharmaceuticals, and specialty chemicals.