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How to Use WMI to extract fruitful features for malware detection based on ML

 If you are interested in R&D in malware detection using AI: you can use WMI API to extract fruitful information about every malware and build a dataset for malware, specifically file-less malware.

Windows Management Instrumentation (WMI) API: is used to monitor windows operating systems. For example monitoring process creations, services, and privileges information for every malware, determining if the malware is packed or not. by checking allocation virtual size. Furthermore, threat actors use WMI in malicious intent, such as developing file-less malware You can write a WMI script using C++/C/ python/Powershell.

the attachment image is an example from the collected data.
source code:
you can extend this code to extract more information using WMI from these links:
reference: blackhat python book


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