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Speech can be used as a biometric feature to distinguish between human beings as each speaker has different style of speech delivery. Size and shape of vocal tract, size of larynx falls under the category of physiological structures of speaker. This causes difference between the speakers in speech production. Speaker modelling is essential for many tasks, which include speaker recognition, speaker diarization, speaker change detection, speaker clustering, etc. Speaker recognition refers to recognizing a person based on voice samples of that particular person. On the other hand, speaker diarization deals with finding who spoke when, which is useful to find the speech of a particular speaker from a conversation of multiple speakers

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