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Greedy-Layerwise in Deep Learning PDF

15 Pages·2024·English
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by ['Satyam Wadhwa']| 2024| 15 pages| English

About Greedy-Layerwise in Deep Learning

The document discusses greedy layer-wise unsupervised pretraining for deep neural networks. It describes how the technique works by pretraining each layer of the network sequentially using unsupervised learning before fine-tuning the entire network jointly with a supervised technique. Greedy pretraining helps networks learn general representations of the input distribution which can then help with the final supervised learning task. However, pretraining is not always beneficial and works best when it helps the network find better local optima during training.

Detailed Information

Author:['Satyam Wadhwa']
Publication Year:2024
Pages:15
Language:English
Format:PDF
Price:FREE
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