From e78cc9d9b8381f81ecf6da1bd5371e3456ac0ba5 Mon Sep 17 00:00:00 2001
From: Chris Swierczewski <csw@amazon.com>
Date: Mon, 27 Nov 2017 16:45:40 +0000
Subject: [PATCH 1/2] Fix minor typos in markdown cells

---
 .../lda_topic_modeling/LDA-Introduction.ipynb                 | 4 ++--
 .../lda_topic_modeling/LDA-Science.ipynb                      | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

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."
    ]
   },
   {

From bed13428938ffa35dd43678a6a264f639895307c Mon Sep 17 00:00:00 2001
From: Chris Swierczewski <csw@amazon.com>
Date: Mon, 27 Nov 2017 16:49:48 +0000
Subject: [PATCH 2/2] Fix image links in LDA README

---
 .../lda_topic_modeling/README.md                              | 4 ++--
 scientific_details_of_algorithms/lda_topic_modeling/README.md | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/introduction_to_amazon_algorithms/lda_topic_modeling/README.md b/introduction_to_amazon_algorithms/lda_topic_modeling/README.md
index 0da06bbc4c..4ec2ec97b1 100644
--- a/introduction_to_amazon_algorithms/lda_topic_modeling/README.md
+++ b/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
diff --git a/scientific_details_of_algorithms/lda_topic_modeling/README.md b/scientific_details_of_algorithms/lda_topic_modeling/README.md
index ee9e010103..3252260e4e 100644
--- a/scientific_details_of_algorithms/lda_topic_modeling/README.md
+++ b/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