Beginning Anomaly Detection Using Python-Based Deep Learning: With Keras and PyTorch

© Sridhar Alla, Suman Kalyan Adari 2019

S. . Alla, S. K. AdariBeginning Anomaly Detection Using Python-Based Deep Learninghttps://doi.org/10.1007/978-1-4842-5177-5_2

2. Traditional Methods of Anomaly Detection

Sridhar Alla¹  and Suman Kalyan Adari²

(1)

New Jersey, NJ, USA

(2)

Tampa, FL, USA

 

In this chapter, you will learn about traditional methods of anomaly detection. You will also learn how various statistical methods and machine learning algorithms work and how they can be used to detect anomalies and how you can implement anomaly detection using several algorithms.

In a nutshell, the following topics will be covered throughout this chapter:

• A data science review

• The three styles of anomaly detection

• The isolation forest

• One-class support vector machine ...