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Sunday, April 15 • 2:50pm - 3:20pm
Machine Learning: Too smart for its own good.

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Wouldn't it be awesome to build a machine learning device that ran on tubes, valves, and gears?

Terms like machine learning, deep learning, and neural nets are often brought up as if they are a magical cure for security problems. Unfortunately, machine learning systems have fundamental, inescapable limitations. Exploring the limitations is normally done through discussion of the mathematics involved. Instead of using math, we will explore the limitations using a steampunk model.

In this presentation we cover the essential elements of neural nets used for machine learning. Instead of using math, we will go over how to build a physical implementation of a machine learning system using tubes, valves, and gears. With the model we will then explore how and why the machine generates false positives.

avatar for Thomas Phillips

Thomas Phillips

CTO, Ridgeback Network Defense
Thomas is currently CTO at Ridgeback Network Defense, where he researches novel methods for interactive defense. He is a computer scientist, linguist, and polymath with over 30 years developing software in over a dozen programming languages. | | From 1988 to 2013, Thomas worked for... Read More →

Sunday April 15, 2018 2:50pm - 3:20pm
City View - Presidio