Cannot import name 'bigquery_storage_v1' from 'google.cloud' (unknown location)

I'm trying to run `courses/machine_learning/deepdive/09_sequence/reusable-embeddings.ipynb` and I'm getting the following error.
```ImportError: cannot import name 'bigquery_storage_v1' from 'google.cloud' (unknown location)
ImportError: The default BigQuery Storage API client cannot be used, install the missing google-cloud-bigquery-storage and pyarrow packages to use it. Alternatively, use the classic REST API by specifying the --use_rest_api magic option.
```

I'm running this notebook on a Google AI platform notebook with tensorflow 2.3 and without a GPU.