Update README.md

README.md

@@ -6,20 +6,19 @@ model-index:
   results: []
 ---
 
-<!-- This model card has been generated automatically according to the information the Trainer had access to. You
-should probably proofread and complete it, then remove this comment. -->
-
 # SMILES_BERT
 
-This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
+A BERT model trained on a list of 50,000 SMILES for MLM
 
 ## Model description
 
-More information needed
+This model is a BERT model that was trained on a list of 50k SMILES. The SMILES were sourced from BindingDB and the compounds bind to certain proteins
+with some affinity. The purpose of this model was to provide a model which can then be fine-tuned for other tasks in which SMILES data can be useful.
 
 ## Intended uses & limitations
 
-More information needed
+This model was trained in order to provide a model which can then be fine-tuned for other tasks in which SMILES data can be useful such as 
+predicting physical properties, chemical activity, or biological activity. 
 
 ## Training and evaluation data
 
@@ -40,7 +39,8 @@ The following hyperparameters were used during training:
 
 ### Training results
 
-
+Training Loss: 0.9446000
+Further evaluation is needed
 
 ### Framework versions