Update README.md

Author: ishaghosh27

AI-and-Analytics/Getting-Started-Samples/INC-Sample-for-Tensorflow/README.md

@@ -1,6 +1,6 @@
 # `Intel® Neural Compressor TensorFlow* Getting Started*` Sample
 
-The  `Intel® Neural Compressor TensorFlow* Getting Started*` Sample demonstrates using the Intel® Neural Compressor, which is part of the Intel® AI Tools with the with Intel® Optimizations for TensorFlow* to speed up inference by simplifying the process of converting the FP32 model to INT8/BF16.
+This sample demonstrates using the Intel® Neural Compressor, which is part of the Intel® AI Tools with the with Intel® Optimizations for TensorFlow* to speed up inference by simplifying the process of converting the FP32 model to INT8/BF16.
 
 | Property                 | Description
 |:---                      |:---
@@ -74,11 +74,7 @@ The sample demonstrates how to:
 ## Environment Setup
 If you have already set up the PIP or Conda environment and installed AI Tools go directly to Run the Notebook.
 
-### On Linux* (Only applicable to AI Tools Offline Installer)
-
-#### Set Environment Variables
-
-When working with the command-line interface (CLI), you should configure the oneAPI toolkits using environment variables. Set up your CLI environment by sourcing the `setvars` script every time you open a new terminal window. This practice ensures that your compiler, libraries, and tools are ready for development.
+### On Linux* 
 
 #### Setup Conda Environment
 
@@ -143,45 +139,33 @@ Configure Conda for **user_tensorflow** by entering commands similar to the foll
 
 #### Configure Jupyter Notebook
 
-1. Create a new kernel for the Jupyter notebook based on your activated conda environment.
+Create a new kernel for the Jupyter notebook based on your activated conda environment.
    ```
    conda install ipykernel
    python -m ipykernel install --user --name usr_tensorflow
    ```
    This step is optional if you plan to open the notebook on your local server.
 
-### On Windows*
-
-#### Configure Conda
-
-Configure Conda for **user_tensorflow** by entering commands similar to the following:
-   ```
-   conda deactivate
-   conda env remove -n user_tensorflow
-   conda create -n user_tensorflow python=3.9 -y
-   conda activate user_tensorflow
-   conda install -n user_tensorflow pycocotools -c esri -y
-   conda install -n user_tensorflow neural-compressor tensorflow -c conda-forge -c intel -y
-   conda install -n user_tensorflow jupyter runipy notebook -y
-   conda install -c anaconda ipykernel
-   python -m ipykernel install --user --nam=user_tensorflow
-   ```
-
 ## Run the `Intel® Neural Compressor TensorFlow* Getting Started*` Sample
 
-> **Note**: If you have not already done so, set up your CLI
-> environment by sourcing  the `setvars` script in the root of your oneAPI installation.
+> **Note**: Before running the sample, make sure [Environment Setup](https://github.com/oneapi-src/oneAPI-samples/tree/master/AI-and-Analytics/Getting-Started-Samples/INC-Sample-for-TensorFlow#environment-setup) is completed.
 >
 > Linux*:
-> - For system wide installations: `. /opt/intel/oneapi/setvars.sh`
-> - For private installations: ` . ~/intel/oneapi/setvars.sh`
-> - For non-POSIX shells, like csh, use the following command: `bash -c 'source <install-dir>/setvars.sh ; exec csh'`
->
-> Windows*:
-> - `C:\Program Files (x86)\Intel\oneAPI\setvars.bat`
-> - Windows PowerShell*, use the following command: `cmd.exe "/K" '"C:\Program Files (x86)\Intel\oneAPI\setvars.bat" && powershell'`
->
-> For more information on configuring environment variables, see *[Use the setvars Script with Linux* or macOS*](https://www.intel.com/content/www/us/en/develop/documentation/oneapi-programming-guide/top/oneapi-development-environment-setup/use-the-setvars-script-with-linux-or-macos.html)* or *[Use the setvars Script with Windows*](https://www.intel.com/content/www/us/en/develop/documentation/oneapi-programming-guide/top/oneapi-development-environment-setup/use-the-setvars-script-with-windows.html)*.
+Go to the section which corresponds to the installation method chosen in [AI Tools Selector](https://www.intel.com/content/www/us/en/developer/tools/oneapi/ai-tools-selector.html) to see relevant instructions:
+* [AI Tools Offline Installer (Validated)](#ai-tools-offline-installer-validated)
+* [Conda/PIP](#condapip) 
+* [Docker](#docker)
+
+### AI Tools Offline Installer (Validated)  
+1. If you have not already done so, activate the AI Tools bundle base environment. 
+If you used the default location to install AI Tools, open a terminal and type the following
+```
+source $HOME/intel/oneapi/intelpython/bin/activate
+```
+If you used a separate location, open a terminal and type the following
+```
+source <custom_path>/bin/activate
+```
 
 ### Active Conda Environment