Killed By ML – URL Analysis with LIME
Introduction At Sophos we take a neural network approach to detecting previously unseen malicious and derogatory URLs. We use a […]
Author Hillary Sanders
Catastrophic Forgetting – Part 2
Introduction In the last blog post (linked here for anyone who missed it), I explained what catastrophic forgetting is and […]
Catastrophic Forgetting – Part 1
Here at the Sophos AI team, our most common goal is to develop deep learning models that inspect a file […]
Garbage in, garbage out: how purportedly great ML models can be screwed up by bad data
Malware Data Science: Attack Detection and Attribution
A Deep Learning Approach to Fast, Format-Agnostic Detection of Malicious Web Content
An Introduction to Machine Learning and Deep Learning
Machine learning is the science of developing programs that can automatically learn from data. First, this talk will give some […]
Garbage In, Garbage Out: How Purportedly Great Machine Learning Models can be Screwed Up by Bad Data
As processing power and deep learning techniques have improved, deep learning has become a powerful tool to detect and classify […]