Free Malware Training Datasets for Machine Learning
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Please check it out:

Cite The DataSet
** If you find those results useful please cite them :

@misc{ MR,
   author = "Marco Ramilli",
   title = "Malware Training Sets: a machine learning datasets for everyone",
   year = "2016",
   url = "",
   note = "[Online; December 2016]"