Punjabiaudiozip Official

To bundle these features into a single "punjabiaudiozip" package:

: Adjust pitch and sound speed rates to create a more robust feature set for diverse Punjabi accents. 3. Creating the Zip Archive 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. To bundle these features into a single "punjabiaudiozip"

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

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

: Use libraries like Torchaudio to programmatically load and unzip these features during runtime.