Also FYI for anyone else, I can't actually see the gemini-2.0-flash-exp list in the model directory for Vertex AI in GCP Console, but passing in google/gemini-2.0-flash-exp to the vertexai Python SDK does actually work.
(you'll probably also need to increase your quotas right away, the default is only 10 requests per minute).