   && apt-get clean \
   && rm -rf /var/lib/apt/lists/*
  
  COPY requirements.txt /opt/
  RUN pip3 install cmake
  RUN pip3 install dlib --install-option=--yes --install-option=USE_AVX_INSTRUCTIONS
  RUN pip3 --no-cache-dir install -r /opt/requirements.txt && rm /opt/requirements.txt
  
  WORKDIR "/srv"
 
</s> remove WORKDIR "/notebooks"
CMD ["/run_jupyter.sh", "--allow-root"]
 </s> add WORKDIR "/srv"
CMD ["/bin/bash"] </s> remove WORKDIR "/notebooks"
CMD ["/run_jupyter.sh", "--allow-root"]
 </s> add WORKDIR "/srv"
CMD ["/bin/bash"] </s> remove # you may want to install tensorflow-gpu==1.4.0 for CUDA 8.0 or tensorflow-gpu>=1.11.0 for CUDA 9.0
 </s> add #    you may want to install tensorflow-gpu==1.4.0 for CUDA 8.0,
#    or 1.6.0<=tensorflow-gpu<=1.13.0 for CUDA 9.0
#    or tensorflow-gpu>=1.13.1 or tf-nightly-gpu for CUDA 10.0 </s> remove TENSORFLOW_REQUIREMENTS = {"1.2": ["8.0", "5.1"],
                           "1.4": ["8.0", "6.0"],
                           "1.12": ["9.0", "7.2"]}
 </s> add TENSORFLOW_REQUIREMENTS = {"==1.2.0": ["8.0", "5.1"],
                           "==1.4.0": ["8.0", "6.0"],
                           "==1.12.0": ["9.0", "7.2"],
                           ">=1.13.1": ["10.0", "7.4"]}
RUN pip3 install --upgrade pip
   && apt-get clean \
   && rm -rf /var/lib/apt/lists/*
  
  COPY requirements.txt /opt/
RUN pip3 install --upgrade pip
  RUN pip3 install cmake
  RUN pip3 install dlib --install-option=--yes --install-option=USE_AVX_INSTRUCTIONS
  RUN pip3 --no-cache-dir install -r /opt/requirements.txt && rm /opt/requirements.txt
  
  WORKDIR "/srv"
keep keep keep add keep keep keep keep keep
 Update Dockerfile due to the missing of jupyter in the latest tensorflow gpu image (#625)

Add tips for CUDA 10 
Dockerfile.cpu