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Tensorflow Classification problem for label reduction

Hi i wanted to ask how to reduce the number of classes present in the input to reduce in output

Example:-
I have 40000 images divided into 100 classes

but in the output layer I only want it to be classified in say 10-12 classes.( Also for predicting unknown data in future in these 10-12 classes)

also it would be great if this can be achieved using Tensorflow