From c23bc2fef68e792b5235efe121abbe832ff29ad7 Mon Sep 17 00:00:00 2001
From: rsgrewal-aws <102243526+rsgrewal-aws@users.noreply.github.com>
Date: Mon, 3 Oct 2022 12:33:01 -0700
Subject: [PATCH] Added Structure for Inferencing examples (#3602)

---
 inference/cv/async/boosters/README.md                 | 6 ++++++
 inference/cv/async/byoc/README.md                     | 6 ++++++
 inference/cv/async/huggingface/README.md              | 6 ++++++
 inference/cv/async/pytorch/README.md                  | 6 ++++++
 inference/cv/async/tensorflow/README.md               | 6 ++++++
 inference/cv/batch/boosters/README.md                 | 6 ++++++
 inference/cv/batch/byoc/README.md                     | 6 ++++++
 inference/cv/batch/huggingface/README.md              | 6 ++++++
 inference/cv/batch/pytorch/README.md                  | 6 ++++++
 inference/cv/batch/tensorflow/README.md               | 6 ++++++
 inference/cv/realtime/boosters/README.md              | 6 ++++++
 inference/cv/realtime/byoc/README.md                  | 6 ++++++
 inference/cv/realtime/huggingface/README.md           | 6 ++++++
 inference/cv/realtime/pytorch/README.md               | 6 ++++++
 inference/cv/realtime/tensorflow/README.md            | 6 ++++++
 inference/cv/serverless/boosters/README.md            | 6 ++++++
 inference/cv/serverless/byoc/README.md                | 6 ++++++
 inference/cv/serverless/huggingface/README.md         | 6 ++++++
 inference/cv/serverless/pytorch/README.md             | 6 ++++++
 inference/cv/serverless/tensorflow/README.md          | 6 ++++++
 inference/nlp/async/boosters/README.md                | 6 ++++++
 inference/nlp/async/byoc/README.md                    | 6 ++++++
 inference/nlp/async/huggingface/README.md             | 6 ++++++
 inference/nlp/async/pytorch/README.md                 | 6 ++++++
 inference/nlp/async/tensorflow/README.md              | 6 ++++++
 inference/nlp/batch/boosters/README.md                | 6 ++++++
 inference/nlp/batch/byoc/README.md                    | 6 ++++++
 inference/nlp/batch/huggingface/README.md             | 6 ++++++
 inference/nlp/batch/pytorch/README.md                 | 6 ++++++
 inference/nlp/batch/tensorflow/README.md              | 6 ++++++
 inference/nlp/realtime/boosters/README.md             | 6 ++++++
 inference/nlp/realtime/byoc/README.md                 | 6 ++++++
 inference/nlp/realtime/huggingface/README.md          | 6 ++++++
 inference/nlp/realtime/pytorch/README.md              | 6 ++++++
 inference/nlp/realtime/tensorflow/README.md           | 6 ++++++
 inference/nlp/serverless/boosters/README.md           | 6 ++++++
 inference/nlp/serverless/byoc/README.md               | 6 ++++++
 inference/nlp/serverless/huggingface/README.md        | 6 ++++++
 inference/nlp/serverless/pytorch/README.md            | 6 ++++++
 inference/nlp/serverless/tensorflow/README.md         | 6 ++++++
 inference/structured/async/boosters/README.md         | 6 ++++++
 inference/structured/async/byoc/README.md             | 6 ++++++
 inference/structured/async/huggingface/README.md      | 6 ++++++
 inference/structured/async/pytorch/README.md          | 6 ++++++
 inference/structured/async/tensorflow/README.md       | 6 ++++++
 inference/structured/batch/boosters/README.md         | 6 ++++++
 inference/structured/batch/byoc/README.md             | 6 ++++++
 inference/structured/batch/huggingface/README.md      | 6 ++++++
 inference/structured/batch/pytorch/README.md          | 6 ++++++
 inference/structured/batch/tensorflow/README.md       | 6 ++++++
 inference/structured/realtime/boosters/README.md      | 6 ++++++
 inference/structured/realtime/byoc/README.md          | 6 ++++++
 inference/structured/realtime/huggingface/README.md   | 6 ++++++
 inference/structured/realtime/pytorch/README.md       | 6 ++++++
 inference/structured/realtime/tensorflow/README.md    | 6 ++++++
 inference/structured/serverless/boosters/README.md    | 6 ++++++
 inference/structured/serverless/byoc/README.md        | 6 ++++++
 inference/structured/serverless/huggingface/README.md | 6 ++++++
 inference/structured/serverless/pytorch/README.md     | 6 ++++++
 inference/structured/serverless/tensorflow/README.md  | 6 ++++++
 60 files changed, 360 insertions(+)
 create mode 100644 inference/cv/async/boosters/README.md
 create mode 100644 inference/cv/async/byoc/README.md
 create mode 100644 inference/cv/async/huggingface/README.md
 create mode 100644 inference/cv/async/pytorch/README.md
 create mode 100644 inference/cv/async/tensorflow/README.md
 create mode 100644 inference/cv/batch/boosters/README.md
 create mode 100644 inference/cv/batch/byoc/README.md
 create mode 100644 inference/cv/batch/huggingface/README.md
 create mode 100644 inference/cv/batch/pytorch/README.md
 create mode 100644 inference/cv/batch/tensorflow/README.md
 create mode 100644 inference/cv/realtime/boosters/README.md
 create mode 100644 inference/cv/realtime/byoc/README.md
 create mode 100644 inference/cv/realtime/huggingface/README.md
 create mode 100644 inference/cv/realtime/pytorch/README.md
 create mode 100644 inference/cv/realtime/tensorflow/README.md
 create mode 100644 inference/cv/serverless/boosters/README.md
 create mode 100644 inference/cv/serverless/byoc/README.md
 create mode 100644 inference/cv/serverless/huggingface/README.md
 create mode 100644 inference/cv/serverless/pytorch/README.md
 create mode 100644 inference/cv/serverless/tensorflow/README.md
 create mode 100644 inference/nlp/async/boosters/README.md
 create mode 100644 inference/nlp/async/byoc/README.md
 create mode 100644 inference/nlp/async/huggingface/README.md
 create mode 100644 inference/nlp/async/pytorch/README.md
 create mode 100644 inference/nlp/async/tensorflow/README.md
 create mode 100644 inference/nlp/batch/boosters/README.md
 create mode 100644 inference/nlp/batch/byoc/README.md
 create mode 100644 inference/nlp/batch/huggingface/README.md
 create mode 100644 inference/nlp/batch/pytorch/README.md
 create mode 100644 inference/nlp/batch/tensorflow/README.md
 create mode 100644 inference/nlp/realtime/boosters/README.md
 create mode 100644 inference/nlp/realtime/byoc/README.md
 create mode 100644 inference/nlp/realtime/huggingface/README.md
 create mode 100644 inference/nlp/realtime/pytorch/README.md
 create mode 100644 inference/nlp/realtime/tensorflow/README.md
 create mode 100644 inference/nlp/serverless/boosters/README.md
 create mode 100644 inference/nlp/serverless/byoc/README.md
 create mode 100644 inference/nlp/serverless/huggingface/README.md
 create mode 100644 inference/nlp/serverless/pytorch/README.md
 create mode 100644 inference/nlp/serverless/tensorflow/README.md
 create mode 100644 inference/structured/async/boosters/README.md
 create mode 100644 inference/structured/async/byoc/README.md
 create mode 100644 inference/structured/async/huggingface/README.md
 create mode 100644 inference/structured/async/pytorch/README.md
 create mode 100644 inference/structured/async/tensorflow/README.md
 create mode 100644 inference/structured/batch/boosters/README.md
 create mode 100644 inference/structured/batch/byoc/README.md
 create mode 100644 inference/structured/batch/huggingface/README.md
 create mode 100644 inference/structured/batch/pytorch/README.md
 create mode 100644 inference/structured/batch/tensorflow/README.md
 create mode 100644 inference/structured/realtime/boosters/README.md
 create mode 100644 inference/structured/realtime/byoc/README.md
 create mode 100644 inference/structured/realtime/huggingface/README.md
 create mode 100644 inference/structured/realtime/pytorch/README.md
 create mode 100644 inference/structured/realtime/tensorflow/README.md
 create mode 100644 inference/structured/serverless/boosters/README.md
 create mode 100644 inference/structured/serverless/byoc/README.md
 create mode 100644 inference/structured/serverless/huggingface/README.md
 create mode 100644 inference/structured/serverless/pytorch/README.md
 create mode 100644 inference/structured/serverless/tensorflow/README.md

diff --git a/inference/cv/async/boosters/README.md b/inference/cv/async/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/cv/async/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/async/byoc/README.md b/inference/cv/async/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/cv/async/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/async/huggingface/README.md b/inference/cv/async/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/cv/async/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/async/pytorch/README.md b/inference/cv/async/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/cv/async/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/async/tensorflow/README.md b/inference/cv/async/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/cv/async/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/batch/boosters/README.md b/inference/cv/batch/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/cv/batch/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/batch/byoc/README.md b/inference/cv/batch/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/cv/batch/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/batch/huggingface/README.md b/inference/cv/batch/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/cv/batch/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/batch/pytorch/README.md b/inference/cv/batch/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/cv/batch/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/batch/tensorflow/README.md b/inference/cv/batch/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/cv/batch/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/realtime/boosters/README.md b/inference/cv/realtime/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/cv/realtime/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/realtime/byoc/README.md b/inference/cv/realtime/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/cv/realtime/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/realtime/huggingface/README.md b/inference/cv/realtime/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/cv/realtime/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/realtime/pytorch/README.md b/inference/cv/realtime/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/cv/realtime/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/realtime/tensorflow/README.md b/inference/cv/realtime/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/cv/realtime/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/serverless/boosters/README.md b/inference/cv/serverless/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/cv/serverless/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/serverless/byoc/README.md b/inference/cv/serverless/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/cv/serverless/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/serverless/huggingface/README.md b/inference/cv/serverless/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/cv/serverless/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/serverless/pytorch/README.md b/inference/cv/serverless/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/cv/serverless/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/cv/serverless/tensorflow/README.md b/inference/cv/serverless/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/cv/serverless/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/async/boosters/README.md b/inference/nlp/async/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/nlp/async/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/async/byoc/README.md b/inference/nlp/async/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/nlp/async/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/async/huggingface/README.md b/inference/nlp/async/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/nlp/async/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/async/pytorch/README.md b/inference/nlp/async/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/nlp/async/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/async/tensorflow/README.md b/inference/nlp/async/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/nlp/async/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/batch/boosters/README.md b/inference/nlp/batch/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/nlp/batch/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/batch/byoc/README.md b/inference/nlp/batch/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/nlp/batch/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/batch/huggingface/README.md b/inference/nlp/batch/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/nlp/batch/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/batch/pytorch/README.md b/inference/nlp/batch/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/nlp/batch/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/batch/tensorflow/README.md b/inference/nlp/batch/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/nlp/batch/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/realtime/boosters/README.md b/inference/nlp/realtime/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/nlp/realtime/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/realtime/byoc/README.md b/inference/nlp/realtime/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/nlp/realtime/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/realtime/huggingface/README.md b/inference/nlp/realtime/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/nlp/realtime/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/realtime/pytorch/README.md b/inference/nlp/realtime/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/nlp/realtime/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/realtime/tensorflow/README.md b/inference/nlp/realtime/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/nlp/realtime/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/serverless/boosters/README.md b/inference/nlp/serverless/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/nlp/serverless/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/serverless/byoc/README.md b/inference/nlp/serverless/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/nlp/serverless/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/serverless/huggingface/README.md b/inference/nlp/serverless/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/nlp/serverless/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/serverless/pytorch/README.md b/inference/nlp/serverless/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/nlp/serverless/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/nlp/serverless/tensorflow/README.md b/inference/nlp/serverless/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/nlp/serverless/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/async/boosters/README.md b/inference/structured/async/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/structured/async/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/async/byoc/README.md b/inference/structured/async/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/structured/async/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/async/huggingface/README.md b/inference/structured/async/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/structured/async/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/async/pytorch/README.md b/inference/structured/async/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/structured/async/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/async/tensorflow/README.md b/inference/structured/async/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/structured/async/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/batch/boosters/README.md b/inference/structured/batch/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/structured/batch/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/batch/byoc/README.md b/inference/structured/batch/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/structured/batch/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/batch/huggingface/README.md b/inference/structured/batch/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/structured/batch/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/batch/pytorch/README.md b/inference/structured/batch/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/structured/batch/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/batch/tensorflow/README.md b/inference/structured/batch/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/structured/batch/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/realtime/boosters/README.md b/inference/structured/realtime/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/structured/realtime/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/realtime/byoc/README.md b/inference/structured/realtime/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/structured/realtime/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/realtime/huggingface/README.md b/inference/structured/realtime/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/structured/realtime/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/realtime/pytorch/README.md b/inference/structured/realtime/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/structured/realtime/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/realtime/tensorflow/README.md b/inference/structured/realtime/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/structured/realtime/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/serverless/boosters/README.md b/inference/structured/serverless/boosters/README.md
new file mode 100644
index 0000000000..e2cf15e360
--- /dev/null
+++ b/inference/structured/serverless/boosters/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy booster based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/serverless/byoc/README.md b/inference/structured/serverless/byoc/README.md
new file mode 100644
index 0000000000..9ac5fe838b
--- /dev/null
+++ b/inference/structured/serverless/byoc/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy bring your own container based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/serverless/huggingface/README.md b/inference/structured/serverless/huggingface/README.md
new file mode 100644
index 0000000000..d6d4ae355d
--- /dev/null
+++ b/inference/structured/serverless/huggingface/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy HuggingFace based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/serverless/pytorch/README.md b/inference/structured/serverless/pytorch/README.md
new file mode 100644
index 0000000000..ebf8a6a9e2
--- /dev/null
+++ b/inference/structured/serverless/pytorch/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy PyTorch based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+
diff --git a/inference/structured/serverless/tensorflow/README.md b/inference/structured/serverless/tensorflow/README.md
new file mode 100644
index 0000000000..dff27d70db
--- /dev/null
+++ b/inference/structured/serverless/tensorflow/README.md
@@ -0,0 +1,6 @@
+![SageMaker](https://github.com/aws/amazon-sagemaker-examples/raw/main/_static/sagemaker-banner.png)
+
+# Amazon SageMaker Examples for Inferencing 
+
+Example Jupyter notebooks that demonstrate how to deploy Tensorflow based machine learning models using Amazon SageMaker. Examples will be for regular and Multi Model end points
+