After exploring prevention approaches, you should understand some common technologies which are foundational to endpoint advanced prevention offerings. Machine Learning Machine learning is a catch-all term to indicate that the endpoint protection vendor uses sophisticated mathematical analysis on a large set of data to generate models for detecting malicious files or activity on devices. There are a couple mathematical algorithms which can improve malware prevention. Static file analysis: With upwards of a billion malicious file samples in circulation, mathematical analysis of malware can pinpoint commonalities across malicious files. With a model of what malware looks like, advanced prevention products then
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