diff --git a/README.md b/README.md
index 7fbf80b75..8310cb146 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,8 @@
 # Deployment of Machine Learning Models
+
 Accompanying repo for the online course Deployment of Machine Learning Models.
 
 For the documentation, visit the [course on Udemy](https://www.udemy.com/deployment-of-machine-learning-models/?couponCode=TIDREPO).
+
+heres an update from ariel !!!! V2
+V3
diff --git a/section-07-ci-and-publishing/house-prices-api/app/__init__.py b/section-07-ci-and-publishing/house-prices-api/app/__init__.py
index 3b93d0be0..034f46c34 100644
--- a/section-07-ci-and-publishing/house-prices-api/app/__init__.py
+++ b/section-07-ci-and-publishing/house-prices-api/app/__init__.py
@@ -1 +1 @@
-__version__ = "0.0.2"
+__version__ = "0.0.6"