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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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