Update README.md

README.md

@@ -31,7 +31,7 @@ model-index:
 
 ###  Post-training static quantization
 
-This is an INT8  PyTorch model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
+This is an INT8  PyTorch model quantized with [huggingface/optimum-intel](https://github.com/huggingface/optimum-intel) through the usage of [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
 
 The original fp32 model comes from the fine-tuned model [electra-small-discriminator-mrpc](https://huggingface.co/Intel/electra-small-discriminator-mrpc).
 
@@ -45,11 +45,11 @@ The calibration dataloader is the train dataloader. The default calibration samp
 | **Accuracy (eval-f1)** |0.9007|0.8983|
 | **Model size (MB)**  |14|51.8|
 
-### Load with Intel® Neural Compressor:
+### Load with optimum:
 
 ```python
-from neural_compressor.utils.load_huggingface import OptimizedModel
-int8_model = OptimizedModel.from_pretrained(
+from optimum.intel.neural_compressor.quantization import IncQuantizedModelForSequenceClassification
+int8_model = IncQuantizedModelForSequenceClassification.from_pretrained(
     'Intel/electra-small-discriminator-mrpc-int8-static',
 )
 ```