fix docs tutorial links #1027

Job	Run time
linters (3.9, ubuntu-latest)	56s
Testing on Python 3.8 (ubuntu-latest)	57s
Testing on Python 3.8 (macos-13)	1m 28s
Testing on Python 3.8 (windows-2019)	2m 18s
Testing on Python 3.9 (ubuntu-latest)	52s
Testing on Python 3.9 (macos-13)	1m 31s
Testing on Python 3.9 (windows-2019)	2m 30s
Testing on Python 3.10 (ubuntu-latest)	50s
Testing on Python 3.10 (macos-13)	1m 35s
Testing on Python 3.10 (windows-2019)	2m 15s
Testing on Python 3.11 (ubuntu-latest)	58s
Testing on Python 3.11 (macos-13)	1m 34s
Testing on Python 3.11 (windows-2019)	2m 29s
Testing on Python 3.12 (ubuntu-latest)	1m 5s
Testing on Python 3.12 (macos-13)	1m 40s
Testing on Python 3.12 (windows-2019)	5m 6s
	28m 4s

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