DDOS Attack Detection using Deep Learning

#Using Bidirectional LSTM based RNN to classify DDoS attack packets

The design of this classifier was inspired by DeepDefense: Identifying DDoS Attack via Deep Learning paper.

Architecture of the model

Usage

Run the brnn_classifier.ipynb notebook.

Results

Plot of accuracy

Plot of loss

The data set we used can be found here: https://www.unb.ca/cic/datasets/ids.html

Please refer to this paper for more information on the dataset: https://www.sciencedirect.com/science/article/pii/S0167404811001672

The exact data set we had used is https://gitlab.com/santhisenan/ids_iscx_2012_dataset.git