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BSides Edmonton 2025 This video was captured using a locked-down, unmanned camera. As a result, there may be moments when speakers are not fully in the camera shot. Additionally, the audio quality captured by the podium microphone is dependent on the proximity of the speaker to the mic. This means that variations in audio clarity may occur if the speaker moves away from the microphone during their presentation. We appreciate your understanding of these technical aspects. ___________________________________________________________________________ From passive to statistical fingerprinting - a journey of confidence by Sergey Volkovich Network security and asset management are a challenge for most businesses, especially when considering the popularity of cheap and vulnerable IoT devices. Classification of these devices is the first step for a safe network. This talk will begin by presenting passive methods for device fingerprinting, and introduce the concept of classification confidence. We will then focus on how to build a statistical fingerprint algorithm based on mac addresses and labeled data collected from confident passive classification.