DATA SCIENCE & VISUAL ANALYTICS
Analytics at Scale has been a significant challenge for cyber security professionals. As OT, IT, IoT, and CPS converge, the level of complexity has increased exponentially as data has become multi-dimensional.
The result is performing analytics at speed and scale has posed a challenge requiring an innovative approach. But analytics is not the end state - Decision Supremacy through intelligence, information, and insights that results in data-informed action is the end state for any CISO.
Our approach to this end state was inspired by the fields of Visual Analytics, the neuroscience, cognitive and behavioral psychology of decision-making. We believe we can alter the cyber security paradigm for your firm in ways that adversaries can not touch.
LABELED DATASETS FOR MACHINE LEARNING & ARTIFICIAL INTELLIGENCE
ML and AI have been utilized by cybersecurity specialists and DevOps personnel for several years with some degree of success, but nowhere to the desired level.
At InsightCyber, we're exploring novel approaches to ML in relation to the identification of devices and heuristics in IoT devices and cyber-physical systems. Our approach has been to "build in" ML vs. "build on" and make it native to our platform. Our ML runs unseen and unobtrusively. It is self-learning through the use of massive untrained neural nets.
One novel way our ML is being utilized is to identify and visualize the relationship of devices through hyper-graphs. Utilizing graph databases, visual analytics, and ML our platform is able to both identify anomalous behavior and visualize it at speed and scale, enabling rapid investigation of the devices in question.