Today, network security is crucial due to the rapid development of and internet technologies, as well continuous growth in threats. Detecting anomalies one approaches that may be used safeguard a network's security. Recent research has focused extensively on techniques for identifying abnormalities. Using Autoencoder model together with data pre-processing such resampling feature selection, thi...