Here were general steps I did,
1. Install Anaconda. Python 3.7 version I used.
2. Create an environment, $ conda create --name tf-gpu
3. $ source activate tf-gpu
4. $ conda install tensorflow-gpu
This link helped me a lot to install TensorFlow GPU,
https://www.pugetsystems.com/labs/hpc/Install-TensorFlow-with-GPU-Support-the-Easy-Way-on-Ubuntu-18-04-without-installing-CUDA-1170/
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