Does This Look Weird to You? An Introduction to Anomaly Detection
Discovering anomalies is a critical part of systems monitoring, financial auditing, and more. In this session, we will gain an understanding of what constitutes an anomaly, starting with a general concept of anomalies and then moving into technical definitions. We will review techniques for detecting anomalies for both time series and non-series data and implement a simple anomaly detector in .NET. Finally, we will compare these results against Microsoft's anomaly detector in Azure Cognitive Services.
Nothing. We will start from scratch with outlier detection.
- Learn what outliers and anomalies are
- Understand several techniques for performing outlier detection
- Implement a simple outlier detector with ML.NET
- Integrate with Azure Cognitive Services Anomaly Detector