Added Structure for Inferencing examples (aws#3602)

atqy · Oct 28, 2022 · fa5d519 · fa5d519
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diff --git a/inference/cv/async/boosters/README.md 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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
@@ -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
+