December 2018
Intermediate to advanced
318 pages
8h 28m
English
Content preview from Hands-On Machine Learning for Cybersecurity
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The dataset
The data sources are primarily sourced from the 1998 DARPA Intrusion Detection Evaluation Program by MIT Lincoln Labs. This dataset contains a variety of network events that have been simulated in the military network environment. The data is a TCP dump that has been accumulated from the local area network of an Air Force environment. The data is peppered with multiple attacks.
In general, a typical TCP dump looks as follows:
The training data set is about four gigabytes in size and consists of a compressed transmission control protocol dump distributed across seven weeks. This dataset consists of about five million network connections. ...
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