Suggestion to add shape info in preprocessing

[mishig25]

In the section about preprocessing, it would be useful to add type/shape information of data produced after pre processing the data.

Specifically,

audio-transformers-course/chapters/en/chapter1/preprocessing.mdx

Line 186 in ac81306

input_features = example["input_features"]

here it be very useful to add as a comment what is the type/shape of input_features. Is it 3d array of floats like [time, freq, ampl] ?

[snehilsanyal]

+1 to this.
Either a comment or a cell with an output that shows the entries and type/shape of input_features, I encountered this and tried to incorporate a cell for better visualization in my notebooks.
I also think, that if this is introduced in initial lessons, it would be of great help and relevance for the next lessons.
I found a very useful link in the transformer docs on data preprocessing here which mentions how padding and truncation can vary the shape of input_features to make every audio sample of the same size. See the image below:

[mishig25]

cc: @sanchit-gandhi