We are excited to release Atinary’s new machine learning (ML) algorithm and research paper on Semantic Memory Enhanced Optimization (SeMOpt). 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 region from the start. SeMOpt works hand-in-hand with any general-purpose Bayesian optimization ML algorithms.
Our new algorithm is a valuable technical contribution for general-purpose optimization and provides further support of the benefits from replacing the traditional trial-and-error experimentation process with Atinary Self-driving Labs™ technology, now powered with semantic memory.
More resources on SeMOpt: https://atinary.com/technology/semopt/
Link to the article: https://doi.org/10.26434/chemrxiv-2022-jt4sm
LinkedIn Pulse: https://www.linkedin.com/pulse/atinary-technologies-releases-new-transfer-learning-algorithm-/
