About 4 hours and 30 minutes of intense debugging. Finally managed to make it work. Still gotta make considerable architectural changes, and make sure it *converges* But hey! at least it is training and not throwing shape mismatches anymore.
Debugging ML Model Training: Shape Mismatch Resolution Success
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