[Bug]: NLP2SQL_using_dynamic_RAG.ipynb generation broken in several places

[jenka13all]

File Name

generative-ai/gemini/use-cases/retrieval-augmented-generation  /NLP2SQL_using_dynamic_RAG.ipynb

What happened?

Cell 6:
NotFound: 404 Publisher Model publishers/google/models/text-embedding-005-multilingual@001 is not found.

Cell 7:
FileNotFoundError: [Errno 2] No such file or directory: 'queries_sample_knowledge_base.csv'

The notebook is effectively unusable.

Relevant log output

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