Body: <p>I want to create a small dataset (about 10 classes and 20-30 images each), should I add some noise (wrong label sample) in the training, validation and test datasets, and why?</p>
  
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2019-12-26T13:10:44.847Z
Comments.Text: Hi. Are you asking whether you should or not deliberately add some noise to the dataset? I've added the word "add" to your question, but I am unsure if this was the actual word missing.
Comments.UserDisplayName: nbro
Comments.ContentLicense: CC BY-SA 4.0
Comments.CreationDate: 2019-12-26T13:41:58.227Z
Comments.Text: What is your purpose in creating the dataset? What do you hope to achieve? We need to know in order to answer whether adding noise would be useful
Comments.UserDisplayName: Neil Slater
Tags: <datasets>
Title: Should I add some noise when the dataset is small?
UserDisplayName: user32320
ThreadText: # Should I add some noise when the dataset is small?
  
  (Asked by: username_0 on 2019-12-26)
  
  I want to create a small dataset (about 10 classes and 20-30 images each), should I add some noise (wrong label sample) in the training, validation and test datasets, and why?
  
  **Tags:** datasets
  
  > **Comments:**
  > **username_1**: Hi. Are you asking whether you should or not deliberately add some noise to the dataset? I've added the word "add" to your question, but I am unsure if this was the actual word missing.  
  > **username_2**: What is your purpose in creating the dataset? What do you hope to achieve? We need to know in order to answer whether adding noise would be useful  
  
  ---
  
  ## 0 answers
  
  