Technology
What is Atinary Emmental? Emmental is a machine learning (ML) algorithm developed by Atinary Technologies that allows users to add a set of constraints in optimization problems. Solving non-linear constrained optimization is important across many real-world industry applications in pharma, biotech, materials science, chemistry and beyond. Emmental uses the constraints to define the feasible regions […]
We are excited to release Atinary’s new ML algorithm and research paper on Semantic Memory Enhanced Optimization (SeMOpt, link to paper). SeMOpt is Atinary’s transfer-learning algorithm to accelerate optimization processes by leveraging existing knowledge learned from past experiments and existing databases. It automatically identifies key information and guides the optimization algorithms to the most promising parameter […]
Excited to launch Atinary’s global optimization ML algorithm: Falcon. Which supports: All variables types: Continuous, Discrete & Categorical Pareto optimization (multi-objective) Enable physicochemical descriptors Three alternatives of surrogate models & acquisition functions Atinary™ Falcon is a general-purpose optimization algorithm. It can solve optimization problems that include continuous, discrete and/or categorical variables with or without physicochemical […]
