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Visualising a Space of JA3 Signatures With Splunk
One common misconception about machine learning methodologies is that they can completely remove the need for humans to understand the data they are working with. In reality, it can often place a greater burden on an analyst or engineer to ensure that their data meets the requirements, cleanliness and standardization assumed by the methodologies used. However, when the complexity of the data becomes significant, how is a human supposed to keep up? One methodology is to use ML to find ways to keep a human in the loop!

Machine Learning in Security: Deep Learning Based DGA Detection with a Pre-trained Model
The Splunk Machine Learning for Security team introduces a new detection to detect Domain Generation Algorithms generated domains.

Detecting Cloud Account Takeover Attacks: Threat Research Release, October 2022
The Splunk Threat Research Team shares a closer look at the telemetry available in Azure, AWS and GCP and the options teams have to ingest this data into Splunk.