The talk will consist of a detailed discussion of the economic impact, regulatory constraints and technology challenges for inspecting commercial aircraft with the help of drones and analyzing the data with deep learning strategies. or solving the anomaly detection problem, we applied unsupervised deep reconstruction algorithms, in which Artificial Neural Network uses a corrupted original image as an input and performs reconstruction of the corrupted part.