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Why do all the resulting curves from my function combining N-many random ReLUs look like quadratics?

I've written a function that generates a sum of N-many RelU functions, with random slopes and activation points. I was expecting these resulting functions to be arbitrary, random curves, but for some ...
Marco Acea's user avatar
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0 answers
65 views

From what function do come the gradients that I use to adjust weights?

I have a question about the loss function and the gradient. So I'm following the fastai (https://github.com/fastai/fastbook) course and at the end of 4th chapter, I got myself wondering. From what ...
Igor Kolesnikov's user avatar
0 votes
1 answer
167 views

How to handle imbalanced NLP text data set e.g. some classes only have 2 records

I am working on a dataset with around 2000 records. Around 80% records have their the categorical labels. There are around 200 categories, some categories got more than 20 records; whereas others only ...
Franva's user avatar
  • 133
3 votes
1 answer
141 views

How to specify version for dependencies so that each one is compatible and stays within a size limit?

I am trying to deploy a web app to Heroku. The free tier is limited to 500 MB. I am using my resnet34 model as a .pkl file. I create model with it using the fastai ...
truth's user avatar
  • 280
1 vote
2 answers
105 views

Classification with a lot of the classes

I’m trying to make model which will classify text into about 500 different classes. I think that I have to customize architecture of the Pooling Classifier which looks now like this: ...
maliniaki's user avatar