Practical Machine Learning: A New Look at Anomaly Detection

Released on by Ted Dunning
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  • Practical Machine Learning: A New Look at Anomaly Detection Book Detail

  • Author : Ted Dunning
  • Release Date : 2014-07-21
  • Publisher : "O'Reilly Media, Inc."
  • Genre : Computers
  • Pages : 78
  • ISBN 13 : 1491914173
  • File Size : 38,38 MB
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Practical Machine Learning: A New Look at Anomaly Detection by Ted Dunning PDF Summary

Book Description: Finding Data Anomalies You Didn't Know to Look For Anomaly detection is the detective work of machine learning: finding the unusual, catching the fraud, discovering strange activity in large and complex datasets. But, unlike Sherlock Holmes, you may not know what the puzzle is, much less what “suspects” you’re looking for. This O’Reilly report uses practical examples to explain how the underlying concepts of anomaly detection work. From banking security to natural sciences, medicine, and marketing, anomaly detection has many useful applications in this age of big data. And the search for anomalies will intensify once the Internet of Things spawns even more new types of data. The concepts described in this report will help you tackle anomaly detection in your own project. Use probabilistic models to predict what’s normal and contrast that to what you observe Set an adaptive threshold to determine which data falls outside of the normal range, using the t-digest algorithm Establish normal fluctuations in complex systems and signals (such as an EKG) with a more adaptive probablistic model Use historical data to discover anomalies in sporadic event streams, such as web traffic Learn how to use deviations in expected behavior to trigger fraud alerts

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Network Anomaly Detection

Network Anomaly Detection

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With the rapid rise in the ubiquity and sophistication of Internet technology and the accompanying growth in the number of network attacks, network intrusion de