Update README.md

Author: jimmytwei

AI-and-Analytics/Features-and-Functionality/README.md

@@ -17,7 +17,7 @@ Third party program Licenses can be found here: [third-party-programs.txt](https
 |AI Tools preset bundle    | Component      | Folder                                             | Description
 |--------------------------| --------- | ------------------------------------------------ | -
 |Deep Learning| Intel® Neural Compressor (INC) | [Intel® Neural Compressor (INC) Quantization Aware Training](INC_QuantizationAwareTraining_TextClassification)                     | Fine-tune a BERT tiny model for emotion classification task using Quantization Aware Training and Inference from Intel® Neural Compressor (INC).
-|Deep Learning| Intel® Extension for PyTorch (IPEX) | [IntelPyTorch Extensions Inference Optimization](IntelPyTorch_Extensions_Inference_Optimization)   | Apply Intel® Extension for PyTorch (IPEX) to a PyTorch workload to gain performance boost.
+|Deep Learning| Intel® Extension for PyTorch (IPEX) | [Optimize PyTorch Models using Intel® Extension for PyTorch* (IPEX)](https://github.com/intel/intel-extension-for-pytorch/blob/main/examples/cpu/inference/python/jupyter-notebooks/README.md)  | Apply Intel® Extension for PyTorch (IPEX) to a PyTorch workload to gain performance boost.
 |Deep Learning| Intel® Extension for PyTorch (IPEX) | [IntelPyTorch Extensions GPU Inference Optimization with AMP](IntelPyTorch_GPU_InferenceOptimization_with_AMP)   | Use the PyTorch ResNet50 model transfer learning and inference using the CIFAR10 dataset on Intel discrete GPU with Intel® Extension for PyTorch (IPEX).
 |Deep Learning| Intel® Extension for PyTorch (IPEX)| [PyTorch Inference Optimizations with Intel® Advanced Matrix Extensions (Intel® AMX) Bfloat16 Integer8](https://github.com/intel/intel-extension-for-pytorch/blob/main/examples/cpu/inference/python/jupyter-notebooks/README.md)   | Analyze inference performance improvements using Intel® Extension for PyTorch (IPEX) with Advanced Matrix Extensions (Intel® AMX) Bfloat16 and Integer8.
 |Deep Learning| PyTorch | [IntelPyTorch TrainingOptimizations Intel® AMX BF16](IntelPyTorch_TrainingOptimizations_AMX_BF16)   | Analyze training performance improvements using Intel® Extension for PyTorch (IPEX) with Intel® AMX Bfloat16.