Update README.md

README.md

@@ -10,4 +10,31 @@ Safe for Work Classifier Model for Malaysian Data
 Finetuned https://huggingface.co/mesolitica/malaysian-mistral-191M-MLM-512 with Malaysian NSFW data.
 
 
-![Image in a markdown cell](https://github.com/mesolitica/malaysian-llmops/raw/main/e2e.png)
+![Image in a markdown cell](https://github.com/mesolitica/malaysian-llmops/raw/main/e2e.png)
+
+
+
+### How to use
+
+```python
+from classifier import MistralForSequenceClassification
+model = MistralForSequenceClassification.from_pretrained('malaysia-ai/malaysian-sfw-classifier')
+```
+
+
+```
+   precision    recall  f1-score   support
+
+                       racist    0.89222   0.90653   0.89931      1808
+              religion insult    0.89681   0.88123   0.88895      3570
+psychiatric or mental illness    0.93524   0.86953   0.90119      5580
+                       sexist    0.77826   0.80563   0.79171      1564
+                   harassment    0.79693   0.78777   0.79232      2436
+                  informative    0.65000   0.76098   0.70112      1640
+                safe for work    0.73716   0.78421   0.75996      1849
+
+                     accuracy                        0.84100     18447
+                    macro avg    0.81237   0.82798   0.81922     18447
+                 weighted avg    0.84680   0.84100   0.84304     18447
+
+```