diff --git a/quickstarts/rest/Embeddings_REST.ipynb b/quickstarts/rest/Embeddings_REST.ipynb index 3484eba14..9f1b116df 100644 --- a/quickstarts/rest/Embeddings_REST.ipynb +++ b/quickstarts/rest/Embeddings_REST.ipynb @@ -215,7 +215,7 @@ }, "source": [ "## Set the output dimensionality\n", - "If you're using `text-embeddings-004`, you can set the `output_dimensionality` paramater to create smaller embeddings.\n", + "If you're using `text-embeddings-004`, you can set the `output_dimensionality` parameter to create smaller embeddings.\n", "\n", "* `output_dimensionality` truncates the embedding (e.g., `[1, 3, 5]` becomes `[1,3]` when `output_dimensionality=2`).\n" ] @@ -277,7 +277,7 @@ "\n", "* `TASK_TYPE_UNSPECIFIED`: If you do not set the value, it will default to retrieval_query.\n", "* `RETRIEVAL_QUERY` : The given text is a query in a search/retrieval setting.\n", - "* `RETRIEVAL_DOCUMENT`: The given text is a document from athe corpus being searched.\n", + "* `RETRIEVAL_DOCUMENT`: The given text is a document from the corpus being searched.\n", "* `SEMANTIC_SIMILARITY`: The given text will be used for Semantic Textual Similarity (STS).\n", "* `CLASSIFICATION`: The given text will be classified.\n", "* `CLUSTERING`: The embeddings will be used for clustering.\n"