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shahndaa / Speaker-Recognition-System

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A deep learning system identifying speakers from short audio clips. Built a 1D residual CNN trained on the full FFT spectrum of raw audio with noise augmentation, reaching 95.3% test accuracy at ~110ms inference latency on CPU. Suitable for real-time voice authentication and security applications. Deployed as a live, interactive demo via Streamlit.

python machine-learning signal-processing keras cnn audio-classification speaker-recognition audio-processing tesnorflow speaker-identification voice-biometrics streamlit ftt
  • Updated Jul 30, 2026
  • Python

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