A collection of awesome and useful resources and tools related to security analytics for covering different topics,
- cyber security awareness,
- security intelligence, including AI for cyber security,
- security visualization.
One hot topic here is AI for Cyber Security (AI4Sec)
While workinging on the machine learning methods for anomaly detection on network traffic (PCAP) as well as security logs, have some thoughts if Bayesian inference can provide another perspective for research, therefore starting to looking into the direction.
A brief introduction about Bayesian inference, https://en.wikipedia.org/wiki/Bayesian_inference
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Bayesian Reasoning and Machine Learning, https://www.amazon.com/Bayesian-Reasoning-Machine-Learning-Barber/dp/0521518148/
and there is online version, http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/270212.pdf -
Modeling and Reasoning with Bayesian Networks, https://www.amazon.com/Modeling-Reasoning-Bayesian-Networks-Professor/dp/1107678420
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Machine Learning: A Probabilistic Perspective, https://www.amazon.com/Machine-Learning-Probabilistic-Perspective-Computation/dp/0262018020