Better late than never. Here is a preprint of the chapter on malware detection using machine learning that I mentioned previously. You can get the final paper with a number of revisions and additions on the publisher’s website.

The chapter covers the history of malware, the current state of the malware ecosystem, the advantages of machine learning (ML) for detection, the unique challenges of operating ML-based detectors as part of a product, and legal and compliance considerations.