Skip to content

Commit

Permalink
📝 Add sampler
Browse files Browse the repository at this point in the history
  • Loading branch information
ItsNiklas committed Sep 3, 2023
1 parent 120f9cc commit d588a95
Showing 1 changed file with 3 additions and 1 deletion.
4 changes: 3 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -192,8 +192,10 @@ It's important to mention that our model didn't overfit on the training set, eve

### Details

The first dataset we received for training was heavily unbalanced, with one set containing an order of magnitude more samples than the other. This imbalance can make models unfairly biased, often skewing results towards the majority class. Instead of using every available sample in each training epoch, which would be both time consuming and inefficient, we made modifications to the dataloader. In each epoch, we randomly select a fixed number of samples. This number was chosen to be 10.000, which is a good compromise between training time and performance.

<details>
<summary>More about the model architecture.</summary>
<summary>A lot more about the model architecture.</summary>

#### Classifier

Expand Down

0 comments on commit d588a95

Please sign in to comment.