adds a lazy resampling functional example

[wyli]

part of Project-MONAI/MONAI#6156

Checks

• Avoid including large-size files in the PR.
• Clean up long text outputs from code cells in the notebook.
• For security purposes, please check the contents and remove any sensitive info such as user names and private key.
• Ensure (1) hyperlinks and markdown anchors are working (2) use relative paths for tutorial repo files (3) put figure and graphs in the ./figure folder
• Notebook runs automatically ./runner.sh -t <path to .ipynb file>

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KumoLiu commented on 2023-03-19T10:15:23Z
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Line #7.    

I think we could also add print(f"img original shape: {img.shape}") here then when we do the lazy evaluation, users won't be confused about the shape.

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KumoLiu commented on 2023-03-19T10:15:24Z
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Line #12.    rand_windows.set_random_state(0)

May I ask why we both need set set_determinism(1234) and set_random_state(0) here?

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KumoLiu commented on 2023-03-19T10:15:25Z
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Line #2.    

We could also print("non-lazy evaluation time:") here and print("lazy evaluation time:") in the below cell?

[KumoLiu]

LGTM, just leave some comments in line, feel free to ignore them, thanks!