diff --git a/examples/notebooks/beam-ml/bigquery_enrichment_transform.ipynb b/examples/notebooks/beam-ml/bigquery_enrichment_transform.ipynb
index 331ecb9ba93d..9326ed4db7a3 100644
--- a/examples/notebooks/beam-ml/bigquery_enrichment_transform.ipynb
+++ b/examples/notebooks/beam-ml/bigquery_enrichment_transform.ipynb
@@ -573,7 +573,7 @@
         "In this example, you create two handlers:\n",
         "\n",
         "* One for customer data that specifies `table_name` and `row_restriction_template`\n",
-        "* One for for usage data that uses a custom aggregation query by using the `query_fn` function\n",
+        "* One for usage data that uses a custom aggregation query by using the `query_fn` function\n",
         "\n",
         "These handlers are used in the Enrichment transforms in this pipeline to fetch and join data from BigQuery with the streaming data."
       ],
diff --git a/examples/notebooks/beam-ml/rag_usecase/opensearch_rag_pipeline.ipynb b/examples/notebooks/beam-ml/rag_usecase/opensearch_rag_pipeline.ipynb
index cc31ff678fe4..aae86e31aa44 100644
--- a/examples/notebooks/beam-ml/rag_usecase/opensearch_rag_pipeline.ipynb
+++ b/examples/notebooks/beam-ml/rag_usecase/opensearch_rag_pipeline.ipynb
@@ -209,7 +209,7 @@
     "\n",
     "3. Create the index.\n",
     "\n",
-    "4. Index creation is neeeded only once."
+    "4. Index creation is needed only once."
    ]
   },
   {
diff --git a/examples/notebooks/beam-ml/run_inference_vllm.ipynb b/examples/notebooks/beam-ml/run_inference_vllm.ipynb
index 008c4262d5ce..fea953bc1e66 100644
--- a/examples/notebooks/beam-ml/run_inference_vllm.ipynb
+++ b/examples/notebooks/beam-ml/run_inference_vllm.ipynb
@@ -407,7 +407,7 @@
         "# Set the Google Cloud region that you want to run Dataflow in.\n",
         "options.view_as(GoogleCloudOptions).region = 'us-central1'\n",
         "\n",
-        "# IMPORTANT: Replace BUCKET_NAME with the the name of your Cloud Storage bucket.\n",
+        "# IMPORTANT: Replace BUCKET_NAME with the name of your Cloud Storage bucket.\n",
         "dataflow_gcs_location = \"gs://%s/dataflow\" % BUCKET_NAME\n",
         "\n",
         "# The Dataflow staging location. This location is used to stage the Dataflow pipeline and the SDK binary.\n",