Update README.md

README.md

@@ -32,32 +32,18 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on [ai4privacy/pii-masking-300k](https://huggingface.co/datasets/ai4privacy/pii-masking-300k).
 
-## Model description
+Usage:
+```
+from transformers import pipeline
 
-More information needed
+pipe = pipeline("token-classification", model="yonigo/distilbert-base-cased-pii-en", aggregation_strategy="first")
+pipe("My name is Yoni Go and I live in Israel. My phone number is 054-1234567")
+```
 
-## Intended uses & limitations
+training code [git](https://github.com/yonigottesman/pii-model)
 
-More information needed
 
-## Training and evaluation data
 
-More information needed
-
-## Training procedure
-
-### Training hyperparameters
-
-The following hyperparameters were used during training:
-- learning_rate: 2e-05
-- train_batch_size: 64
-- eval_batch_size: 128
-- seed: 42
-- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
-- lr_scheduler_type: cosine
-- lr_scheduler_warmup_ratio: 0.2
-- lr_scheduler_warmup_steps: 3000
-- training_steps: 20000
 
 ### Training results