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book-resources's Introduction

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

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