Update README.md

README.md

@@ -20,4 +20,39 @@ language:
 - xh
 - zu
 license: apache-2.0
----
+---
+
+
+### How to use
+
+You can use this model directly with a pipeline for masked language modeling:
+
+```python
+>>> from transformers import pipeline
+>>> unmasker = pipeline('fill-mask', model='aioxlabs/bert-bantu')
+>>> unmasker("rais wa [MASK] ya tanzania.")
+
+
+```
+
+Here is how to use this model to get the features of a given text in PyTorch:
+
+```python
+from transformers import BertTokenizer, BertModel
+tokenizer = BertTokenizer.from_pretrained('aioxlabs/bert-bantu')
+model = BertModel.from_pretrained("aioxlabs/bert-bantu")
+text = "Replace me by any text you'd like."
+encoded_input = tokenizer(text, return_tensors='pt')
+output = model(**encoded_input)
+```
+
+and in TensorFlow:
+
+```python
+from transformers import BertTokenizer, TFBertModel
+tokenizer = BertTokenizer.from_pretrained('aioxlabs/bert-bantu')
+model = TFBertModel.from_pretrained("aioxlabs/bert-bantu")
+text = "Replace me by any text you'd like."
+encoded_input = tokenizer(text, return_tensors='tf')
+output = model(encoded_input)
+```