Machine learning enabled condensation heat transfer measurement

•A machine learning method capable of condensation heat transfer measurement.•Falling droplets are detected using a deep convolutional neural network.•Uncertainty analysis and comparison for classical condensation measurement methods.•Temperature sensors eliminated and heat flux estimated using visual data.•Machine learning enabled local heat transfer measurement on a condensing tube.