DeepMalwareDetector

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DeepMalwareDetector

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A Deep Learning framework that analyses Windows PE files to detect malicious Softwares.

DeepMalwareDetector 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

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# WEB UI
* You find the web UI in the folder [Deep4MalWeb](./Deep4MalWeb)
![image](https://pro2-bar-s3-cdn-cf6.myportfolio.com/ad5cd568-c38f-48df-a510-52d532fd0694/a6a3234d-c70c-4a53-b696-2e6b62bdef36_rw_1920.png?h=49dd8514d69cd0d9498465dd17b99513)
![image](https://pro2-bar.myportfolio.com/v1/assets/ad5cd568-c38f-48df-a510-52d532fd0694/758f0d02-1666-404b-b74a-b0412c338ed0_rw_1920.png?h=bce8f8c1780642a1c5e2ff744ac89cfe)
![image](https://pro2-bar.myportfolio.com/v1/assets/ad5cd568-c38f-48df-a510-52d532fd0694/d5237e6e-afbc-4231-adea-2d2c82d5e59e_rw_1920.png?h=021b3bb266aafa8eaad685558b887836)
![image](https://pro2-bar.myportfolio.com/v1/assets/ad5cd568-c38f-48df-a510-52d532fd0694/00541d12-9400-496f-a115-f7f5fbf3242a_rw_1920.png?h=07b11237fe6e6b3b4159f15333d177e9)
![image](https://pro2-bar.myportfolio.com/v1/assets/ad5cd568-c38f-48df-a510-52d532fd0694/c83f05d1-b2f0-428f-99f9-0874a89944b4_rw_1920.png?h=3a3b635ec2908f5cba0b6a28f3bccc77)
# 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

DeepMalwareDetector

DeepMalwareDetector 최신버젼 다운로드

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