January 2023
Intermediate to advanced
218 pages
4h 46m
English
Content preview from Deep Learning and XAI Techniques for Anomaly Detection
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Time Series Anomaly Explainability
Time series is a stream of continuous, sequential, indexed, and timestamped data points often plotted in temporal line charts to correlate trends, detect seasonality patterns, create forecasting, and identify anomalies. Time series data is ubiquitous. Examples of time series data are daily stock prices, weekly COVID-19 confirmed cases, monthly rainfall measurements, and annual sales revenue.
The advent of connected technology, storage affordability, and increasing business demand for insights enables many systems to generate more data than most organizations can consume. According to Statista, (https://www.statista.com/statistics/871513/worldwide-data-created/), only 2% of 64.2 zettabytes produced globally ...
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