A machine learning approach for estimating surface tension based on pendant drop images

•Prediction of surface tension (ST) value of pendant drops by machine learning (ML).•Convolutional neural network trained using pendant drop images of known ST.•Estimating ST for unknown pendant drops outside the range of training data.•ST prediction of any arbitrary pendant drop shape during transient drop generation.•ML model capable of ST prediction independent of fluid properties.