Questions tagged [generalization]

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10
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3answers
494 views

How does noise affect generalization?

Does increasing the noise in data help to improve the learning ability of a network? Does it make any difference or does it depend on the problem being solved? How is it affect the generalization ...
3
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0answers
25 views
+50

What are the state-of-the-art results on the generalization ability of deep learning methods?

I've read a few classic papers on different architectures of deep CNNs used to solve varied image-related problems. I'm aware there's some paradox in how deep networks generalize well despite ...
2
votes
1answer
183 views

How can generalization error be estimated?

How would you estimate the generalisation error? What are the methods of achieving this?
1
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0answers
15 views

Greedy Algorithm with State modelling

My Question Would it be viable to implement and also how would I go about implementing something like this, "AI Agent Rating State-machine"? Problem and constraints: An AI Agent is tasked with ...
1
vote
0answers
44 views

Is it possible to extract the features of feature extraction?

Can the features of feature extraction be extracted by developing a feature extraction approach that can be pointed at a large number of feature extraction processes that have successfully extracted ...
1
vote
0answers
61 views

How do I determine the generalisation ability of a neural network?

I am trying to ascertain if my neural network is able to generalize or if it’s simply using memory/overfitting to solve a task. I would like my model to generalise. Currently, I train the neural ...