Update README.md

README.md

@@ -83,7 +83,7 @@ The "Ensemble_of_models" directory contains 15 sub-directories named as follows:
 - gfm_0.167
 - gfm_0.351
 
-Each one of these sub-directories refers to one of the fifteen hyperparameter optimization (HPO) trials that have been selected to continue toe pre-training with at most 30 epochs. 
+Each one of these sub-directories refers to one of the fifteen hyperparameter optimization (HPO) trials that have been selected to continue the pre-training with at most 30 epochs. 
 With each sub-directory associated with a specific HPO trial, the following files can be found: 
 - config.json: file for argument parsing to develop and train an HydraGNN architecture
 - gfm_0.ID_epoch_N.pk: file with model parameters for HPO ID trial after N epochs of training