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[SPARK-46087][PYTHON] Sync PySpark dependencies in docs and dev requirements
### What changes were proposed in this pull request?
This PR proposes to synchronize the versions of dependencies listed in the [PySpark documentation](https://spark.apache.org/docs/latest/api/python/getting_started/install.html#dependencies) with those specified in the [dev/requirements.txt](https://github.com/apache/spark/blob/master/dev/requirements.txt) file.
### Why are the changes needed?
Aligning the versions of dependencies ensures that the development environment reflects the actual user environment more accurately.
### Does this PR introduce _any_ user-facing change?
No API changes.
### How was this patch tested?
Build the documents from latest master branch manually and sync the version of dependencies:
<img width="774" alt="Screenshot 2023-11-24 at 2 49 09 PM" src="https://github.com/apache/spark/assets/44108233/4f539fc7-0bbc-4fe3-949f-b4c225122b56">
### Was this patch authored or co-authored using generative AI tooling?
No.
Closesapache#44000 from itholic/req-sync.
Authored-by: Haejoon Lee <haejoon.lee@databricks.com>
Signed-off-by: Dongjoon Hyun <dhyun@apple.com>
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