Expert guidance for data analysis, visualization, and Jupyter Notebook development with pandas, matplotlib, seaborn, and numpy.

Write Milvus application-level Jupyter notebook examples using a Markdown-first workflow with jupyter-switch for format conversion.

Convert a Jupyter notebook (.ipynb) to a marimo notebook (.py).