Update README.md

README.md

@@ -23,17 +23,13 @@ It achieves the following results on the evaluation set:
 
 ## Model description
 
-More information needed
+The DeepNeural NER-II model is designed to identify multiple enitities e.g. people, objects, organization etc. in textual medical documents. 
+This clinical support model is one of many to be released, and is a crucial aspect of clinical support systems.
 
 ## Intended uses & limitations
 
-More information needed
-
-## Training and evaluation data
-
-More information needed
-
-## Training procedure
+The model is meant to be used for research and development purposes by Data Scientists, ML & Software Engineers for the development of 
+NER applications capable of identifying enitities in medical EHR systems to augment patient health processing.
 
 ### Training hyperparameters
 
@@ -54,6 +50,12 @@ The following hyperparameters were used during training:
 | 0.1305        | 2.0   | 1668 | 0.2822          | 0.8354 |
 | 0.07          | 3.0   | 2502 | 0.3338          | 0.8406 |
 
+### Loading the model
+```
+import 
+
+```
+
 
 ### Framework versions