Update README.md

README.md

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 ## Monthly KubeFlow Workshop
-[![](https://pipeline.ai/assets/img/kubeflow-inside.png)](https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227)
+You must register on [**Eventbrite**](https://www.eventbrite.com/e/full-day-workshop-kubeflow-gpu-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-tickets-63362929227).  
 
-https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227
+_All instructions will come through Eventbrite.  Please make sure your Eventbrite email address is up to date._
+
+# Upcoming O'Reilly Book:  _Data Science on Amazon Web Services_
+Register for early access directly on our [**website**](https://datascienceonaws.com).
+
+_Influence the book by filling out our [**quick survey**](https://www.surveymonkey.com/r/798CMZ3)._
+
+[![Data Science on Amazon Web Services](img/data-science-on-aws-book.png)](https://datascienceonaws.com)
 
 ## Community Events
 * [PipelineAI Monthly Webinar (TensorFlow + Spark + GPUs + TPUs)](https://www.eventbrite.com/e/webinar-pipelineai-kubeflow-tensorflow-extended-tfx-airflow-gpu-tpu-spark-ml-tensorflow-ai-tickets-45852865154)
 * [Advanced Kubeflow AI Meetup (Global)](https://www.meetup.com/Advanced-KubeFlow/)
+* [Data Science on Amazon Web Services](https://datascienceonaws.com)
 
 ## Support
 * Email:  [help@pipeline.ai](mailto:help@pipeline.ai)