I know that is already old, but I had the same problem. The suggestion by @BerlXIII works, but stil requires you to start something somehwere else.

I threw together some pieces of the available scripts and wrote the following Batch-file called "Start-Jupyter-Here.bat":

@echo off
echo This scipts starts Jupyter from any folder
echo The path to the root of WinPython has to be defined in this script
echo.
rem Path without \ at the end!
set wipypfad=c:\WinPython-64bit-3.6.1.0Qt5
echo We use %wipypfad%
if not exist %wipypfad%\scripts\env_for_icons.bat echo Path not correct! %wipypfad%\scripts\env_for_icons.bat not found! EXIT
if not exist %wipypfad%\scripts\env_for_icons.bat goto :EndHere
echo.
echo Path is correct!
call "%wipypfad%\scripts\env_for_icons.bat"
echo Calling Jupyter ....
jupyter notebook
:EndHere

It is pretty much what was suggested above, but you can copy this batch file into any folder and directly launch Jupyter by double-clicking the batch file in that folder Works on network shares as well.

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