Update README.md

README.md

@@ -24,17 +24,7 @@ It achieves the following results on the evaluation set:
 
 ## Model description
 
-More information needed
-
-## Intended uses & limitations
-
-More information needed
-
-## Training and evaluation data
-
-More information needed
-
-## Training procedure
+This model is meant for text classification of log files for network intrusion detection. The python package that runs this model can be found here -> https://github.com/Isaacwilliam4/INSyT.
 
 ### Training hyperparameters
 
@@ -55,6 +45,15 @@ The following hyperparameters were used during training:
 | 0.0059        | 2.0   | 12548 | 0.0032          | 0.9993   | 0.9992 |
 | 0.0023        | 3.0   | 18822 | 0.0022          | 0.9995   | 0.9994 |
 
+## Test results
+
+| Test Loss   | Test Accuracy | Test F1   | Test Runtime | Test Samples/s | Test Steps/s |
+|:------------|:--------------|:----------|:-------------|:---------------|:-------------|
+| 0.0020      | 0.9994        | 0.9994    | 279.7761     | 239.166        | 7.477        |
+
+## Test Confustion Matrix
+
+![Confusion Matrix From Test Set](https://github.com/Isaacwilliam4/INSyT/blob/main/test_confusion_matrix.png)
 
 ### Framework versions