Update README.md

README.md

@@ -16,8 +16,8 @@ We first pretrained the model with 2 million sentences from Dutch historical nov
 Afterward, we finetuned the model with a 10k dataset consisting of 19th-century Dutch sentences; 
 these sentences were automatically annotated by a rule-based system built for 19th-century Dutch spelling normalization (van Cranenburgh and van Noord, 2022).
 
-The finetuned model is only available in the TensorFlow format but can be converted to a Pytroch environment.
-The pretrained only weights are available in the Pytorch environment; note that this model has to be finetuned first. 
+The finetuned model is only available in the TensorFlow format but can be converted to a PyTorch environment.
+The pretrained only weights are available in the PyTorch environment; note that this model has to be finetuned first. 
 The pretrained only weights are available in the directory __Pretrained_ByT5__.
 The train and validation sets used for finetuning are available in the main repository. 
 For further information about the model, please see the [GitHub](https://github.com/Awolters123/Master-Thesis) repository.