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Crash Course in Machine Learning for Hackers

Event Details

Crash Course in Machine Learning for Hackers

Time: August 1, 2016 to August 2, 2016
Location: Mandalay Bay
City/Town: Las Vegas
Website or Map: http://bit.ly/blackhat-CCML
Event Type: training
Organized By: Charles Givre
Latest Activity: Apr 20, 2016

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Event Description

This interactive course will teach network security professionals machine learning techniques and applications for network data. This course is a continuation of the skills taught in the Crash Course in Data Science for Hackers. Students will learn various machine learning methods, applications, model selection, testing, and interpretation. Participants will write code to prepare and explore their data and then apply machine learning methods for discovery. 

A non-exhaustive list of what will be covered include:

  • Machine Learning Introduction and Terminology
  • Foundations of Statistics 
  • Python Machine Learning Packages Introduction
  • Data Exploration and Presentation
  • Supervised Learning Methods
  • Unsupervised Learning Methods
  • Model Selection and Testing 
  • Machine Learning Applications for Network Data

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