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E-commerce product classification with deep learning
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E-commerce product classification with deep learning
1.
ProductPredictrWhat is Lynks
shipping ? Christopher Clive Bonnett
2.
3.
Plaid button-front shirt Tommy
Hilfiger striped shirt, bow-tie print Image Text Label Clothing >> Women >> Top Clothing >> Kids >> Top
4.
Unbalanced Classes Classes Counts
5.
Convolution (Computer Vision) Image Text = { Predicted classification The Algorithm }Neural Network
6.
Convolutional Neural Net Computationally
Expensive Data hungry Leverage pre-trained convolutional part (Transfer learning) VGG
7.
Transfer learning Keep fixed Image Text-Bag
of words Predicted classification = { Trained { Trained } The Algorithm
8.
Classification Accuracy Image 85%
9.
Classification Accuracy Text 86% Image 85%
10.
Classification Accuracy Image 85% Image +
Text 93% Text 86%
11.
Classification Accuracy Image +
Text 93% Image + Text + fine tuning 94%
12.
Blog: cbonnett.github.iohttp://bit.do/DarkEnerySurvey
13.
Fine tuning Allow weights
in the last 2 convolutional-layer to be adjusted +1%
14.
blake cotton oxford
shirt Clothing >> Men >> TopClothing >> Kids >> Top True Class Assigned Class
15.
True Class Assigned
Class long lost cross back tank Clothing >> Women >> Top Clothing >> Women >> Dress
16.
Member of training
data In the training class Not in training class
17.
Member of training
data In the training class Not in training class
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