diff --git a/README.md b/README.md
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--- a/README.md
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@@ -1,7 +1,7 @@
 # MLOps for Batch Inference with Amazon SageMaker, HashiCorp Terraform, and GitLab CI/CD
-This repository provides an illustrative example of creating an MLOps workflow to manage batch inference workloads in production, including data/model monitoring and automatic re-training.
+This repository provides an illustrative example of creating an MLOps workflow to manage batch inference workloads in production, including data and model monitoring, as well as automatic re-training.
 
-You'll find:
+In this repository you will find:
 
 - Details of the MLOps pipeline components with SageMaker, Terraform, and GitLab CI/CD.
 - A  demonstration of Infrastructure as Code (IaC) with Terraform.