Install TensorFlow 2.0 on Ubuntu 19.04, Python 3

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Install TensorFlow 2.0

sudo apt-get install screen
sudo apt-get install libxmu-dev libxi-dev libglu1-mesa libglu1-mesa-dev 
sudo apt-get install libjpeg-dev libpng-dev libtiff-dev
sudo apt-get install libavcodec-dev libavformat-dev libswscale-del libv4l-dev 
sudo apt-get install libavcodec-dev libavformat-dev libswscale-dev libv4l-dev 
sudo apt-get install libxvidcore-dev libx264-dev
sudo apt-get install libopenblas-dev libatlas-base-dev liblapack-dev gfortran
sudo apt-get install libhdf5-dev
sudo apt-get install python3-dev python3-tk python-pil.imagetk
sudo apt-get install libgtk-3-dev

Install CUDA 10.0

You may try to install the latest CUDA.

cd ~
mkdir installers
cd installers/
wget https://developer.nvidia.com/compute/cuda/10.0/Prod/local_installers/cuda_10.0.130_410.48_linux

===========
= Summary =
===========

Driver:   Not Selected
Toolkit:  Installed in /usr/local/cuda-10.0
Samples:  Installed in /home/sulfred

Please make sure that
 -   PATH includes /usr/local/cuda-10.0/bin
 -   LD_LIBRARY_PATH includes /usr/local/cuda-10.0/lib64, or, add /usr/local/cuda-10.0/lib64 to /etc/ld.so.conf and run ldconfig as root

To uninstall the CUDA Toolkit, run the uninstall script in /usr/local/cuda-10.0/bin

Please see CUDA_Installation_Guide_Linux.pdf in /usr/local/cuda-10.0/doc/pdf for detailed information on setting up CUDA.

Add CUDA Path

vim ~/.bashrc

# NVIDIA CUDA Toolkit
export PATH=/usr/local/cuda-10.0/bin:$PATH
export LD_LIBRARY_PATH=/usr/local/cuda-10.0/lib64:$LD_LIBRARY_PATH

Install cuDNN

Download from : download page

You may download the latest cudnn. Here we are using cudnn-10.0, for example: cudnn-10.0-linux-x64-v7.4.2.24.tgz to ~/installers

cd ~/installers
tar -zxf cudnn-10.0-linux-x64-v7.4.2.24.tgz
cd cuda
sudo cp -P lib64/* /usr/local/cuda/lib64/
sudo cp -P include/* /usr/local/cuda/include/

Prepare python virtual environment

# standard image processing
pip install opencv-contrib-python
pip install scikit-image
pip install pillow
pip install imutils

# machine learning libraries
pip install scikit-learn
pip install matplotlib
pip install pregressbar2
pip install beautifulsoup4
pip install pandas