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.

: Adjust pitch and sound speed rates to create a more robust feature set for diverse Punjabi accents. 3. Creating the Zip Archive punjabiaudiozip

To bundle these features into a single "punjabiaudiozip" package: : Use tools like PeaZip or Bandizip which

: 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) punjabiaudiozip