Punjabiaudiozip -

: Pair audio with transcriptions in Gurmukhi (India) or Shahmukhi (Pakistan) scripts. Apps like the Punjabi Voice Typing App can help automate this conversion. 2. Feature Extraction (AI/ML)

: Convert raw audio into Mel Spectrograms to capture frequency patterns. punjabiaudiozip

: Use a consistent rate, such as 16kHz or 22.05kHz for speech-to-text applications. : Pair audio with transcriptions in Gurmukhi (India)

: Use tools like PeaZip or Bandizip which support Unicode filenames . This ensures filenames containing Punjabi script characters don't get corrupted. Structure : /audio/ : Contains the .wav or .mp3 files. /features/ : Contains extracted .npy or .pt feature tensors. punjabiaudiozip

/metadata.csv : Maps file names to their corresponding Punjabi transcriptions. 4. Implementation in Applications