[BUG] Error in lgithgbm quickstart due to change in API for early stopping

Description

See https://github.com/microsoft/recommenders/actions/runs/5853247386/job/15866899086
tests/smoke/examples/test_notebooks_python.py F.                         [ 96%]
tests/integration/examples/test_notebooks_python.py .                    [100%]

=================================== FAILURES ===================================
________________________ test_lightgbm_quickstart_smoke ________________________

notebooks = ***'als_deep_dive': '/mnt/azureml/cr/j/25a5baf22b8c4b9db7a6c6abea64c9a5/exe/wd/examples/02_model_collaborative_filtering...rk_movielens': '/mnt/azureml/cr/j/25a5baf22b8c4b9db7a6c6abea64c9a5/exe/wd/examples/06_benchmarks/movielens.ipynb', ...***
output_notebook = 'output.ipynb', kernel_name = 'python3'

    @pytest.mark.smoke
    @pytest.mark.notebooks
    def test_lightgbm_quickstart_smoke(notebooks, output_notebook, kernel_name):
        notebook_path = notebooks["lightgbm_quickstart"]
        pm.execute_notebook(
            notebook_path,
            output_notebook,
            kernel_name=kernel_name,
            parameters=dict(
                MAX_LEAF=64,
                MIN_DATA=20,
                NUM_OF_TREES=100,
                TREE_LEARNING_RATE=0.15,
                EARLY_STOPPING_ROUNDS=20,
>               METRIC="auc",
            ),
        )

tests/smoke/examples/test_notebooks_python.py:124: 
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
/azureml-envs/azureml_42c7166d644ccdc54af662a7cb4b4218/lib/python3.7/site-packages/papermill/execute.py:128: in execute_notebook
    raise_for_execution_errors(nb, output_path)
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 

nb = ***'cells': [***'id': '18084673', 'cell_type': 'markdown', 'source': '<span style="color:red; font-family:Helvetica Neue, ...end_time': '2023-08-14T08:35:23.189125', 'duration': 16.39677, 'exception': True***, 'nbformat': 4, 'nbformat_minor': 5***
output_path = 'output.ipynb'

    def raise_for_execution_errors(nb, output_path):
        """Assigned parameters into the appropriate place in the input notebook

        Parameters
        ----------
        nb : NotebookNode
           Executable notebook object
        output_path : str
           Path to write executed notebook
        """
        error = None
        for index, cell in enumerate(nb.cells):
            if cell.get("outputs") is None:
                continue

            for output in cell.outputs:
                if output.output_type == "error":
                    if output.ename == "SystemExit" and (output.evalue == "" or output.evalue == "0"):
                        continue
                    error = PapermillExecutionError(
                        cell_index=index,
                        exec_count=cell.execution_count,
                        source=cell.source,
                        ename=output.ename,
                        evalue=output.evalue,
                        traceback=output.traceback,
                    )
                    break

        if error:
            # Write notebook back out with the Error Message at the top of the Notebook, and a link to
            # the relevant cell (by adding a note just before the failure with an HTML anchor)
            error_msg = ERROR_MESSAGE_TEMPLATE % str(error.exec_count)
            error_msg_cell = nbformat.v4.new_markdown_cell(error_msg)
            error_msg_cell.metadata['tags'] = [ERROR_MARKER_TAG]
            error_anchor_cell = nbformat.v4.new_markdown_cell(ERROR_ANCHOR_MSG)
            error_anchor_cell.metadata['tags'] = [ERROR_MARKER_TAG]

            # put the anchor before the cell with the error, before all the indices change due to the
            # heading-prepending
            nb.cells.insert(error.cell_index, error_anchor_cell)
            nb.cells.insert(0, error_msg_cell)

            write_ipynb(nb, output_path)
>           raise error
E           papermill.exceptions.PapermillExecutionError: 
E           ---------------------------------------------------------------------------
E           Exception encountered at "In [8]":
E           ---------------------------------------------------------------------------
E           TypeError                                 Traceback (most recent call last)
E           /tmp/ipykernel_137/2864762[359](https://github.com/microsoft/recommenders/actions/runs/5853247386/job/15866899086#step:3:367).py in <module>
E                 7                       early_stopping_rounds=EARLY_STOPPING_ROUNDS,
E                 8                       valid_sets=lgb_valid,
E           ----> 9                       categorical_feature=cate_cols)
E           
E           TypeError: train() got an unexpected keyword argument 'early_stopping_rounds'

/azureml-envs/azureml_42c7166d644ccdc54af662a7cb4b[421](https://github.com/microsoft/recommenders/actions/runs/5853247386/job/15866899086#step:3:429)8/lib/python3.7/site-packages/papermill/execute.py:232: PapermillExecutionError
recommenders-team / recommenders

[BUG] Error in lgithgbm quickstart due to change in API for early stopping #1965

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