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This short course teaches how to classify malware samples from Portable Executable (PE) headers. It covers malware datasets, coding a classifier, and gradient boosting.
Syllabus
Machine Learning for Malware Detection - 1 - Introduction.
Machine Learning for Malware Detection - 2 - The Malware Dataset.
Machine Learning for Malware Detection - 3 - The Malware Dataset - Part 2.
Machine Learning for Malware Detection - 4 - Portable Executable (PE) Files.
Machine Learning for Malware Detection - 5 - Coding the Classifier - Part 1.
Machine Learning for Malware Detection - 6 - Coding the Classifier - Part 2.
Machine Learning for Malware Detection - 7 - Gradient Boosting.
Taught by
Cristi Vlad