diff --git a/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb b/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb
index 84dc9cb19e..5e6590cf2b 100644
--- a/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb
+++ b/introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb
@@ -327,7 +327,7 @@
     "job_name = job_name_prefix + timestamp\n",
     "\n",
     "\n",
-    "# set up the parameters for the SageMaker create_raining_job call. This includes\n",
+    "# set up the parameters for the SageMaker create_training_job call. This includes\n",
     "# things like\n",
     "#   * which algorithm image to use\n",
     "#   * algorithm hyperparameters\n",
@@ -519,7 +519,7 @@
    "source": [
     "## Create Endpoint\n",
     "\n",
-    "Finally, we use the endpoint configuration to create a SageMaker LDA hosting enpoint."
+    "Finally, we use the endpoint configuration to create a SageMaker LDA hosting endpoint."
    ]
   },
   {
diff --git a/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb b/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb
index 7bf990858e..ae44cac75b 100644
--- a/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb
+++ b/scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb
@@ -549,7 +549,7 @@
     "job_name = job_name_prefix + timestamp\n",
     "\n",
     "\n",
-    "# set up the parameters for the SageMaker create_raining_job call. This includes\n",
+    "# set up the parameters for the SageMaker create_training_job call. This includes\n",
     "# things like\n",
     "#   * which algorithm image to use\n",
     "#   * algorithm hyperparameters\n",
@@ -824,7 +824,7 @@
    "source": [
     "## Create Endpoint\n",
     "\n",
-    "Finally, we use the endpoint configuration to create a SageMaker LDA hosting enpoint."
+    "Finally, we use the endpoint configuration to create a SageMaker LDA hosting endpoint."
    ]
   },
   {