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4 changes: 2 additions & 2 deletions docs/feature_extraction.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,7 +4,7 @@ All of the models in `timm` have consistent mechanisms for obtaining various typ

## Penultimate Layer Features (Pre-Classifier Features)

The features from the penultimate model layer can be obtained in severay ways without requiring model surgery (although feel free to do surgery). One must first decide if they want pooled or un-pooled features.
The features from the penultimate model layer can be obtained in several ways without requiring model surgery (although feel free to do surgery). One must first decide if they want pooled or un-pooled features.

### Unpooled

Expand Down Expand Up @@ -170,4 +170,4 @@ Feature channels: [512, 2048]
Feature reduction: [8, 8]
torch.Size([2, 512, 40, 40])
torch.Size([2, 2048, 40, 40])
```
```