Knowledge of odor thresholds is very important for the perfume industry. Due to the difficulty associated with measuring odor thresholds. empirical models capable of estimating these values can be an invaluable contribution to the field. This work developed a framework based on scientific machine learning strategies. https://www.remtavares.com/