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malware-detection icon malware-detection

With the growth of mobile devices and applications, the number of malicious software, or malware, is rapidly increasing in recent years, which calls for the development of advanced and effective malware detection approaches. We propose an android malware detection system using a deep learning technique called graph convolutional neural networks. The network works on android applications. We extract some information about the application and add it to the windows event log of the server containing the network. This is the main server which is a part of a local area network that contains a number of computers that send their windows event logs to Elastic Stack. We then use the Stack to visualize this data on a browser to do some further analysis.

malware-detection-using-deep-learning icon malware-detection-using-deep-learning

Firstly, we generate images from benign and malware executable files. Secondly, by using deep learning, we train a model to detect malware files. Then, by the trained model, we try to classify a file as malware or not. By using malware images and deep learning, we can detect malware fast since we do not need any static analysis or dynamic analysis.

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