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Hi Yann,
Typically you should be using the fast launch instance types, which is designed to launch under 2 minutes. Generally it is 5-10 times faster than instance based notebooks.
Here is to documentation which states so: https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html.
Hope it helps!
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