Submitted by _Arsenie_Boca_ t3_118cypl in MachineLearning
currentscurrents t1_j9gvv4k wrote
Reply to comment by _Arsenie_Boca_ in [D] Bottleneck Layers: What's your intuition? by _Arsenie_Boca_
a) Lower-dimensional features are useful for most tasks, not just output and b) Real data almost always has a lower intrinsic dimension.
For example if you want to recognize faces, you'd have a much easier time recognizing patterns in things like gender, shape of facial features, hair color, etc rather than raw pixel data. Most pixel values are irrelevant.
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