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

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