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Tagged with bayesian-deep-learning convolutional-neural-networks
2 questions
37
votes
6
answers
11k
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Why do CNN's sometimes make highly confident mistakes, and how can one combat this problem?
I trained a simple CNN on the MNIST database of handwritten digits to 99% accuracy. I'm feeding in a bunch of handwritten digits, and non-digits from a document.
I want the CNN to report errors, so I ...
2
votes
0
answers
92
views
How to add prior information when predicting using deep learning models?
Background
I'm building a binary classification model for a pair match problem using CNN, e.g. whether person A1 likes product B1 or not. Model input features are sequence features (text descriptions) ...