Books & Videos

Table of Contents

Chapter: Introduction

Welcome To The Course

03m 19s

About The Author

01m 51s

Chapter: Historical Overview

Overview Of Anomaly Detection

10m 20s

Early Works - Astronomy

04m 56s

Early Works - Statistics

07m 45s

Early Works - Manufacturing

07m 57s

Robust Statistics

09m 57s

Chapter: Applications

Applications Overview

01m 12s

Example Applications Part 1

11m 36s

Example Applications Part 2

16m 24s

Chapter: Techniques

Overview Of Anomaly Detection Techniques

05m 59s

Supervised vs. Unsupervised Learning

15m 37s

Time Domain vs. Frequency Domain Part 1

12m 59s

Time Domain vs. Frequency Domain Part 2

05m 31s

Parametric vs. Non-Parametric

03m 17s

Probability Theory

01m 20s

Information Theoretic

02m 35s

Neural Networks

04m 15s

Graph Anomalies

06m 7s

Chapter: Going Forward

Industry Initiatives

04m 7s

Open Problems

06m 41s

Multi-Dimensional Anomaly Detection

06m 59s

Interpretability

04m 16s

Streaming Vs. Real-Time Data

01m 32s

Next Steps

02m 8s

Chapter: Conclusion

Wrap Up And Thank You

05m 32s