Single - for development purposes,

high concurrency - when multiple users run notebooks at the same time in parallel,

so usually standard is the best option.

Regarding VM I bet compute optimized.

I recommend also to read ebook "Spark GraphX in action" https://livebook.manning.com/book/spark-graphx-in-action/table-of-contents/