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Immun-diseases, affect 8% of the world population in 2017 (WHO), is a challenging field due to complexity of this diseases. We used Advanced deep Learning techniques such as Convolutional Neural Networks (CNN) to fulfill our objective to detect anomalies providing health practitioners with efficient tools.