You can’t measure systemic risk, but here’s how to protect yourself from it.
The function you’re about to write, has already been written by someone else.. You just need to find it.
I've seen presentations that prove this, and the AI does a better job at crafting phishing urls with a higher success rates than most humans do. This is where we start thinking of the larger AI frameworks as layers..
The real problem we're trying to solve here is context. We're lifting a bunch of "tokens", that usually have more than 3 characters, surrounding them with context and applying a probability value to them. All this with the express purpose of taking the high value indicators and applying them to our defenses in real-time. Not trivial, but not hard either. I'm not an SKLearn or NLTK expert- but I do know what it feels like to block accidentally netflix.com at the border….
Pretty soon, you find yourself back, staring at this "snort signatures" pattern problem. A small, elegant mathematical formula representing something your sensors should be detecting. All it's missing is a little normalization and a bit of an ever evolving data model behind it, representing the current state of the Internet…
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