Merge pull request aws#71 from awslabs/lda_topic_modeling

[LDA] Fix minor typos

Author: cswiercz

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."
    ]
   },
   {

introduction_to_amazon_algorithms/lda_topic_modeling/README.md

@@ -3,8 +3,8 @@
 An introductory notebook on using Amazon SageMaker to train and use LDA models.
 
 <p align="center">
-<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/lda_topic_modeling/introduction_to_amazon_algorithms/lda_topic_modeling/img/img_documents.png">
-<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/lda_topic_modeling/introduction_to_amazon_algorithms/lda_topic_modeling/img/img_topics.png">
+<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/master/introduction_to_amazon_algorithms/lda_topic_modeling/img/img_documents.png">
+<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/master/introduction_to_amazon_algorithms/lda_topic_modeling/img/img_topics.png">
 </p>
 
 ## References

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."
    ]
   },
   {

scientific_details_of_algorithms/lda_topic_modeling/README.md

@@ -3,8 +3,8 @@
 A scientific deep dive on Amazon SageMaker for training and using LDA models.
 
 <p align="center">
-<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/lda_topic_modeling/scientific_details_of_algorithms/lda_topic_modeling/img/img_documents.png">
-<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/lda_topic_modeling/scientific_details_of_algorithms/lda_topic_modeling/img/img_topics.png">
+<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/master/scientific_details_of_algorithms/lda_topic_modeling/img/img_documents.png">
+<img src="https://github.com/awslabs/amazon-sagemaker-examples/blob/master/scientific_details_of_algorithms/lda_topic_modeling/img/img_topics.png">
 </p>
 
 ## References