[Doc] Fix web link and docs minnor changes (#1750)

Co-authored-by: Zheng, Zhaoqiong <[email protected]>
intel · Jan 6, 2023 · a65cd20 · a65cd20
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diff --git a/examples/examples.md b/examples/examples.md
@@ -11,4 +11,5 @@ A wide variety of examples are provided to demonstrate the usage of Intel® Exte
 |[Accelerate AlexNet by Quantization with Intel® Extension for Tensorflow*](./accelerate_alexnet_by_quantization/README.html)| An end-to-end example to show a pipeline to build up a CNN model to <br>recognize handwriting number and speed up AI model with quantization <br>by Intel® Neural Compressor and Intel® Extension for Tensorflow* on Intel GPU.|GPU|
 |[Accelerate Deep Learning Inference for Model Zoo Workloads on Intel CPU and GPU](./model_zoo_example/README.html)|Examples on running Model Zoo workloads on Intel CPU and GPU with the optimizations from Intel® Extension for TensorFlow*, without any code changes.|CPU & GPU|
 |[Quantize Inception V3 by Intel® Extension for Tensorflow* on Intel® Xeon®](./quantize_inception_v3/README.html)|An end-to-end example to show how Intel® Extension for Tensorflow* provides quantization feature by cooperating with Intel® Neural Compressor and oneDNN Graph. It will provide better quantization: better performance and accuracy loss is in controlled.|CPU|
-|[ResNet50 and Mnist training with Horovod](./train_horovod/README.html)|ResNet50 and Mnist distributed training examples on Intel GPU. |GPU|
+|[Mnist training with Intel® Optimization for Horovod*](./train_horovod/mnist/README.html)|Mnist distributed training example on Intel GPU. |GPU|
+|[ResNet50 training with Intel® Optimization for Horovod*](./train_horovod/resnet50/README.html)|ResNet50 distributed training example on Intel GPU. |GPU|
diff --git a/examples/train_horovod/mnist/README.md b/examples/train_horovod/mnist/README.md
@@ -3,7 +3,7 @@
 ## Dependency
 - [Tensorflow](https://pypi.org/project/tensorflow/)
 - [Intel® Extension for TensorFlow*](https://pypi.org/project/intel-extension-for-tensorflow/)
-- [Intel® Optimization for Horovod*](https://pypi.org/project/intel-extension-for-horovod)
+- [Intel® Optimization for Horovod*](https://pypi.org/project/intel-optimization-for-horovod/)
 - others show as below 
 ```
 pip install gin gin-config tensorflow-addons tensorflow-model-optimization tensorflow-datasets

diff --git a/examples/train_horovod/resnet50/README.md b/examples/train_horovod/resnet50/README.md
@@ -1,7 +1,8 @@
 # Distributed training example with Intel® Optimization for Horovod*
 
 ## Model Information
-| **Use Case** |**Framework** | **Model Repo** | **Branch/Commit/Tag** | **Optional Patch** 
+
+| Use Case |Framework | Model Repo | Branch Commit Tag | Optional Patch 
 | :---: | :---: | :---: | :---: | :---: |
 | Training | Tensorflow | [Tensorflow-Models](https://github.com/tensorflow/models) | v2.8.0 | itex.yaml <br> itex_dummy.yaml <br> hvd_support_light.patch <br> or hvd_support.patch |
 

diff --git a/get_started.md b/get_started.md
@@ -69,6 +69,10 @@ Sanity check by:
 python -c "import intel_extension_for_tensorflow as itex; print(itex.__version__)"
 ```
 
+## Resources
+- [TensorFlow GPU device plugins](https://www.tensorflow.org/install/gpu_plugins)
+- [Accelerating TensorFlow on Intel® Data Center GPU Flex Series](https://blog.tensorflow.org/2022/10/accelerating-tensorflow-on-intel-data-center-gpu-flex-series.html)
+- [Meet the Innovation of Intel AI Software: Intel® Extension for TensorFlow*](https://cqpreview.intel.com/content/www/us/en/developer/articles/technical/innovation-of-ai-software-extension-tensorflow.html)
 
 ## Support
 Please submit your questions, feature requests, and bug reports on the [GitHub issues](https://github.com/intel/intel-extension-for-tensorflow/issues) page.