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Author Hillary Sanders

May 25, 2021March 20, 2023

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 […]

Hillary Sanders
March 23, 2021March 20, 2023

Catastrophic Forgetting – Part 2

Introduction In the last blog post (linked here for anyone who missed it), I explained what catastrophic forgetting is and […]

Hillary Sanders
February 2, 2021March 20, 2023

Catastrophic Forgetting – Part 1

Here at the Sophos AI team, our most common goal is to develop deep learning models that inspect a file […]

Hillary Sanders
May 22, 2020

Garbage in, garbage out: how purportedly great ML models can be screwed up by bad data

Hillary Sanders
Joshua Saxe
May 22, 2020

Malware Data Science: Attack Detection and Attribution

Richard Harang
Hillary Sanders
May 22, 2020May 22, 2020

A Deep Learning Approach to Fast, Format-Agnostic Detection of Malicious Web Content

Richard Harang
Joshua Saxe
Hillary Sanders
Cody Wild
August 7, 2018July 23, 2020

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 […]

Hillary Sanders
July 26, 2017July 23, 2020

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 […]

Hillary Sanders
Sophos AI - Smarter Security
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