Questions tagged [pruning]

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Common sub-networks

I am pruning a neural network (CNN and Dense) and for different sparsity levels, I have different sub-networks. Say for sparsity levels of 20%, 40%, 60% and 80%, I have 4 different sub-networks. Now, ...
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Pruning in Decision trees

Following is what I learned about the process followed during building and pruning a decision tree, mathematically (from Introduction to Machine Learning by Gareth James et al.): Use recursive binary ...
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Pruning CNN filters & Reinforcement Learning

I don't know if this is an appropriate place to ask this type of questions but I don't know where to ask. I was reading this paper, it's about pruning cnn filters using reinforcement learning (policy ...
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Different Decision Tree pruning method

I am trying to learn different pruning methods for decision trees. I have put together a list of methods below. Reduced Error Pruning Cost Complexity pruning Minimum error pruning Pessimistic Error ...
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119 views

Structured and unstructured pruning for deep learning models

I was trying to understand structured and unstructured pruning techniques used for deep learning models[link 1][link 2]1. To recap what I have understand that unstructured pruning is based on weight ...
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109 views

Weight pruning of CNN

I was confused when i was reading about weight pruning on CNN. Is it applied for all the layers including convolutional layers or only it is done for dense layers?
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267 views

What is Pruning & Truncation in Decision Trees?

Pruning & Truncation As per my understanding Truncation: Stop the tree while it is still growing so that it may not end up with leaves containing very low data points. One way to do this is to set ...