Ipython console in Spyder stuck on “connecting to kernel”

In my case I had to update the package ipykernel as well (on Python 3.6.3 | Anaconda 64-bit | Windows 10). Now my Spyder can spawn conoles in reasonable time.

Using conda I succeeded by:

conda update pyzmq

conda update ipykernel

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