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1
Introduction
2
Certificate Transparency Log Network
3
Suitable for Machine Learning?
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Supervised Learning 101
5
Machine Learning Lifecycle
6
Data Acquisition: Where To Start
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Algorithm: Logistic Regression
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Metrics: Measuring Performance
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Not a Unicorn / Magic / Silver Bullet
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Available on Github
Description:
Learn how to build a predictive pipeline for rapid phishing domain detection in this 40-minute conference talk from BSidesCharm 2018. Explore the Certificate Transparency Log Network and its suitability for machine learning applications. Dive into supervised learning basics and the machine learning lifecycle. Discover data acquisition techniques, understand the logistic regression algorithm, and learn how to measure performance metrics. Gain insights into the practical limitations of this approach and access the project on Github for further exploration and implementation.

Building a Predictive Pipeline to Rapidly Detect Phishing Domains

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