docs: update ref to latest tutorials (#20712) #1111

Job	Run time
release-version	36s
build-packages / build-packages (lightning)	28s
build-packages / build-packages (fabric)	22s
build-packages / build-packages (pytorch)	23s
build-packages / merge-artifacts	15s
upload-packages	0s
pre-publish-packages	0s
publish-packages	0s
signaling	0s
legacy-checkpoints / create-legacy-ckpts	1m 34s
legacy-checkpoints / add-ckpt-test	0s
	3m 38s

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