WEB UI

• You find the web UI in the folder Deep4MalWeb

DeepMalwareDetector

A Deep Learning framework that analyses Windows PE files to detect malicious Softwares. the project includes:

• Sate of the art of the work done using machine learning or deep learning.
• A new approach for detection:

* Enhancing detection rate and reducing False positive rate * Proposing a technique to garantee the evolution of the model

• Defining and implementing a framework to extract PE files representation, this includes:

* PE headers * PE strings * Opcodes sequences * Opcodes stats * Bytes n-grams * API Calls

• Building a training data set

* Over 120.000 malwares * Over 30.000 benign software

• Defining and implementing a Deep Learning architecture to learn on the extracted data

* SAE: n-grams of bytes * RNN: sequences of opcodes * CNN: exe to bytes image * FNN: a submodule to the SAE