DeepMalwareDetector

KO | EN

gitlite — search

#python #hacktoberfest #react #typescript #go #golang #deep-learning #linux #nodejs #kubernetes #awesome-list #security #pytorch #openai

DeepMalwareDetector

(★ 76)

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

DeepMalwareDetector Latest Version Download

Download Latest Version (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# 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 Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

DeepMalwareDetector

DeepMalwareDetector Latest Version Download

Today's picks

Was this content helpful?

Recent Feedback

Download README