Update README.md

README.md

@@ -49,10 +49,12 @@ Train set:
 
 Test set:
 600 samples in total from the 3 sets to save time during training as colab free tier was used to train the model. 
-evaluate accuracy 
+note: evaluate accuracy in the way you see fit. 
 
 
 ## Training procedure
+removed arabic (حركات) from the texts.
+trained the model on the combined dataset for 6 epochs, the best one being the fifth so the model is basically the 5th epoch.
 
 ### Training hyperparameters
 
@@ -70,7 +72,7 @@ The following hyperparameters were used during training:
 
 | Training Loss | Epoch | Step | Validation Loss | Wer     |
 |:-------------:|:-----:|:----:|:---------------:|:-------:|
-| 0.4603        | 1     | 1437   0.4931          | 45.8857 |
+| 0.4603        | 1     | 1437 | 0.4931          | 45.8857 |
 | 0.2867        | 2     | 2874 | 0.4493          | 36.9973 |
 | 0.2494        | 3     | 4311 | 0.4219          | 43.5553 |
 | 0.1435        | 4     | 5748 | 0.4408          | 40.2351 |