Machine Learning and Security: Protecting Systems with Data and Algorithms

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

Visit Website | Purchase on Amazon | Read on O'Reilly Safari

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