Update README.md

README.md

@@ -22,3 +22,28 @@ The metrics obtained from test dataset is as follows
 | macro avg    | 0.96      | 0.96   | 0.96     | 26270   |
 | weighted avg | 0.97      | 0.97   | 0.97     | 26270   |
 
+
+## How to use
+```python
+from transformers import BertTokenizer, BertForSequenceClassification
+
+# load tokenizer and model weights
+tokenizer = BertTokenizer.from_pretrained('SkolkovoInstitute/russian_toxicity_classifier')
+model = BertForSequenceClassification.from_pretrained('SkolkovoInstitute/russian_toxicity_classifier')
+
+# prepare the input
+batch = tokenizer.encode('ты супер', return_tensors='pt')
+
+# inference
+model(batch)
+```
+
+
+## Licensing Information
+
+[Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].
+
+[![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]
+
+[cc-by-nc-sa]: http://creativecommons.org/licenses/by-nc-sa/4.0/
+[cc-by-nc-sa-image]: https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png