By downsampling the high-resolution images before training, the engineer improved the model's performance.

The researcher compared several downsamplings to determine which preserved the audio quality best.

To meet the bandwidth limit, the audio engineer downsampled the recording before streaming.

The audio engineer adjusted the downsampler to prevent aliasing when converting recordings to a lower sample rate.

To save storage, we downsample the audio files from 96 kHz to 24 kHz before archiving.

The algorithm downsamples the audio before analysis.

Audio engineers often rely on downsamplers to reduce the file size without introducing noticeable artifacts.