[DOC] Update tutorial notebooks #359

Job	Run time
test (ubuntu-latest, 3.8)	27m 56s
test (ubuntu-latest, 3.9)	29m 17s
test (ubuntu-latest, 3.10)	27m 40s
test (ubuntu-latest, 3.11)	28m 7s
test (ubuntu-latest, 3.12)	31m 23s
test (macos-latest, 3.8)	23m 55s
test (macos-latest, 3.9)	24m 39s
test (macos-latest, 3.10)	23m 8s
test (macos-latest, 3.11)	21m 55s
test (macos-latest, 3.12)	19m 17s
test (windows-latest, 3.8)	30m 30s
test (windows-latest, 3.9)	30m 14s
test (windows-latest, 3.10)	27m 13s
test (windows-latest, 3.11)	27m 10s
test (windows-latest, 3.12)	27m 33s
Build and publish the package to PYPI	35s
	6h 40m 32s

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