Model-free short-term fluid dynamics estimator with a deep 3D-convolutional neural network

•Novel application of deep learning techniques to fluid dynamics and complex flows.•Forecasting of the velocity-field of synthetic jet in transitional regime.•Using 3D convolutional neural network plus intermediate dimensionality reduction.•Complementary tool to low-rank approximation techniques.