: Record or convert files to standard formats like .wav (uncompressed for high-quality training) or .mp3 (for distribution).
/metadata.csv : Maps file names to their corresponding Punjabi transcriptions. 4. Implementation in Applications punjabiaudiozip
: 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. : Record or convert files to standard formats like