/book-resources

Primary LanguageJupyter Notebook

Machine Learning and Security: Protecting Systems with Data and Algorithms

by Clarence Chio and‎ David Freeman (Authors), published by O'Reilly Media

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This repository contains accompanying resources, exercises, datasets, and sample code for the Machine Learning and Security book released in Feb 2018.

Dependencies

System packages

  • Python 3.6+
  • Spark 2.2.0 (Pre-built for Apache Hadoop 2.7 and later)

Python packages

  • pandas 0.20.2
  • matplotlib 2.1.0
  • seaborn 0.8.1
  • numpy 1.13.3
  • scikit-learn 0.19.1
  • nltk 3.2.5
  • datasketch 1.2.5
  • tensorflow 1.4.0
  • keras 2.1.1
  • pyflux 0.4.15
  • imbalanced-learn 0.3.1
  • spark-sklearn 0.2.3
  • lime 0.1.1.21