Beginning Anomaly Detection Using Python-Based Deep Learning: Implement Anomaly Detection Applications with Keras and PyTorch

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2024

S. K. Adari, S. AllaBeginning Anomaly Detection Using Python-Based Deep Learninghttps://doi.org/10.1007/979-8-8688-0008-5_4

4. Traditional Machine Learning Algorithms

Suman Kalyan Adari¹   and Sridhar Alla²

(1)

Tampa, FL, USA

(2)

Delran, NJ, USA

 

This chapter introduces you to the Isolation Forest and the One-Class Support Vector Machine algorithms and walks you through how to use them for anomaly detection. In the process, you will also practice incorporating the fundamental machine learning workflow and incorporating hyperparameter tuning using the validation set.

In a nutshell, this chapter covers the following topics:

• Isolation Forest

• One-Class Support Vector ...