Abstract: The invention relates to a predictive network behavioural analysis system for a computer network, IT system or infrastructure, or similar. More particularly, the present invention relates to a behavioural analysis system for users of a computer network that incorporates machine learning techniques to predict user behaviour.

Abstract: The invention relates to a network monitoring system for computer systems. According to an aspect of the invention, there is provided a method for monitoring user interactions within one or more monitored computer systems, comprising the steps of: receiving metadata from one or more devices within the one or more monitored computer systems; identifying from the metadata events corresponding to a plurality of user interactions with the monitored computer systems; storing user interaction event data from the identified said events corresponding to a plurality of user interactions with the monitored computer systems; determining, using the stored user interaction event data, normal user interaction behaviour; and storing the determined normal user interaction behaviour as a reference.

Abstract: The invention relates to a network security and data normalisation system for a computer network, IT system or infrastructure, or similar. According to an aspect, there is provided a method for identifying abnormal user interactions within one or more monitored computer networks, comprising the steps of: receiving metadata from one or more devices within the one or more monitored computer networks; identifying from the metadata events corresponding to a plurality of user interactions with the monitored computer networks; storing user interaction event data from the identified said events corresponding to a plurality of user interactions with the monitored computer networks; updating a probabilistic model of expected user interactions from said stored user interaction event data; and testing each of said plurality of user interactions with the monitored computer networks against said probabilistic model to identify abnormal user interactions.

Abstract: Present invention relates to a high velocity oxy-liquid fuel spray gun, wherein said spray gun has a combustion chamber designed with outlet offset to the combustion chamber, a water inlet towards front side of the gun; and a narrow stabilizer arranged at 45 degree or 70 degree, inline of oxygen connector, fuel connector spark plug.