Deep learning

• Deep learning, anomaly detection, timeseries prediction etc- https://github.com/skeydan
• Deep Learning Approach using Support Vector Machine for Malware Classification - https://github.com/AFAgarap/malware-classification
• Malware Detection in Executables Using Neural Networks- https://devblogs.nvidia.com/malware-detection-neural-networks/
• Android malware detection - https://github.com/vikram-mm/Android-Malware-Detection
• Deep Android Malware Detection paper - https://github.com/niallmcl/Deep-Android-Malware-Detection
• Android malware detection using deep learning - https://github.com/vikram-mm/Android-Malware-Detection
• Simple CNN using BigDL and Spark - https://github.com/dsp-uga/Margaret-Simple-CNN-using-BigDL-and-Spark
• RNN implementation with Keras for machine activity data to predict malware - https://github.com/mprhode/malware-prediction-rnn
• Malware Classification based on dataset illustrated with Malware Instruction Set - https://github.com/heraclixus/Malware-Classification
• Building a two layer shallow CNN to detect IoT malware images - https://github.com/Carina02/IotMalwareImage
• SVM for malware classification - https://github.com/SanjeevURao/Malware-Detection-using-Deep-Learning
• Deep learning models for traffic classification - https://github.com/echowei/DeepTraffic
• Botnet detection using machine learning - https://github.com/hmishra2250/Botnet-Detection-using-Machine-Learning
• Machine learning algorithms for GPS trajectories - https://github.com/taspinar/GPSMachineLearning
• Detecting malicious powershell commands using deep learning - https://arxiv.org/pdf/1804.04177.pdf
• Fire eye blog on malicious powershell commands detection using ML - https://www.fireeye.com/blog/threat-research/2018/07/malicious-powershell-detection-via-machine-learning.html
• Powershell commands dataset - https://ygucfw.dm.files.1drv.com/y4mrdzoIuh03pWZeB8lb8CMgDmKkmqCGZg63RUqicHuT-cbeeT9OZcKFkP6PJDzX69i3Ncul6YRSBDNfp0VxlKbKQvw0lMUhj4NvoA_FipDlaimOdlHyoiCOdwXxhczEmbLQK5ojwLwt42OZRWlag8K71t_nVQ2WX2qnw2uT5udhevO92REd2i_VRG-I63uBeKDZ7JXuzWxmriIkCKXF-YkaA/PowerShellCorpus.zip
• Powershell commands corpus - https://aka.ms/PowerShellCorpus from https://github.com/danielbohannon/Revoke-Obfuscation
• Deep learning meets security - https://arxiv.org/pdf/1807.04739.pdf
• Detecting malicious windows commands using NLP - https://link.springer.com/chapter/10.1007/978-3-030-12942-2_13