You can follow installation below here.
$ sudo apt-get update
$ sudo apt install -y python3-pip
$ sudo apt-get install -y build-essential gdal-bin libgdal-dev
$ export CPLUS_INCLUDE_PATH=/usr/include/gdal
$ export C_INCLUDE_PATH=/usr/include/gdal
$ pip install -r requirements.txt
# another way
$ pip install GDAL
$ pip install jupyterlab
$ jupyter lab --ip 0.0.0.0
you can access url your (public ip):8888?lab={token}
from osgeo import gdal
gdal.__version__