Update README.md

README.md

@@ -7,16 +7,47 @@ tags:
 license: cc-by-nc-4.0
 ---
 
-# Vietnamese Wav2Vec2-Large model
+# Vietnamese Self-Supervised Learning Wav2Vec2 model
 
-Our self-supervised model is pre-trained on a massive audio set of 13k hours of Vietnamese youtube audio.
+## Model
 
-# Usage
+We use wav2vec2 architecture for doing Self-Supervised learning
+
+<img src="https://raw.githubusercontent.com/patrickvonplaten/scientific_images/master/wav2vec2.png" width=50% height=50%>
+
+## Data
+
+Our self-supervised model is pre-trained on a massive audio set of 13k hours of Vietnamese youtube audio, which includes:
+  - Clean audio
+  - Noise audio
+  - Conversation
+  - Multi-gender and dialects
+
+## Download
+
+We have already upload our pre-trained model to the Huggingface. 
+ - [Based version](https://huggingface.co/nguyenvulebinh/wav2vec2-base-vi) ~ 95M params
+ - [Large version](https://huggingface.co/nguyenvulebinh/wav2vec2-large-vi) ~ 317M params
+
+## Usage
+
+```python
+from transformers import Wav2Vec2ForPreTraining, Wav2Vec2Processor
+
+model_name = 'nguyenvulebinh/wav2vec2-base-vi'
+# model_name = 'nguyenvulebinh/wav2vec2-large-vi'
+
+model = Wav2Vec2ForPreTraining.from_pretrained(model_name)
+processor = Wav2Vec2Processor.from_pretrained(model_name)
+
+```
 
 Since our model has the same architecture as the English wav2vec2 version, you can use [this notebook](https://colab.research.google.com/drive/1FjTsqbYKphl9kL-eILgUc-bl4zVThL8F?usp=sharing) for more information on how to fine-tune the model.
 
-# Contact 
+## Contact 
 
 nguyenvulebinh@gmail.com / binh@vietai.org
 
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+
+