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Transfer Learning - When not to use transfer learning?
Answer
If your problem's classes cannot be adequately differentiated by the high-level traits learnt by the lower layers, then transfer learning will not be effective. A pre-trained model could excel at door recognition yet fail miserably when asked to determine if a door is open or closed.