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Deep learning malware detection system using the EMBER dataset

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# MalDetect

MalDetect is a deep learning malware detection system built using the [EMBER dataset](https://www.tensorflow.org) of 1.1 million executables. This neural network was trained on over 600,000 [Portable Executable](https://docs.microsoft.com/en-us/windows/win32/debug/pe-format) samples and achieved an accuracy of 97.8% in detecting a file as malicious.

## Features Engineering

Features include a handpicked selection of 100 PE libraries, boolean file properties (has_imports, has_exports, has_tls, etc.), 64 bytes of the PE entry point (used as a signature), and other features relevant to malware detection.

## License

This project is released under the MIT license. Source code provided by [EMBER](https://github.com/endgameinc/ember) is covered by the GNU Affero General Public License version 3 (AGPL-v3). The data files provided by [EMBER](https://github.com/endgameinc/ember) are covered by the MIT License.

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