diff --git a/4-manufacturing/lessons/2-check-fruit-from-device/README.md b/4-manufacturing/lessons/2-check-fruit-from-device/README.md
index 69e92f0..901839a 100644
--- a/4-manufacturing/lessons/2-check-fruit-from-device/README.md
+++ b/4-manufacturing/lessons/2-check-fruit-from-device/README.md
@@ -66,7 +66,7 @@ When you are happy with an iteration, you can publish it to make it available to
 
 Iterations are published from the Custom Vision portal.
 
-1. Launch the Custom Vision portal at [CustomVision.ai](https://customvision.ai) and sign in if you don't have it open already. Then open your `fruit-detector` project.
+1. Launch the Custom Vision portal at [CustomVision.ai](https://customvision.ai) and sign in if you don't have it open already. Then open your `fruit-quality-detector` project.
 
 1. Select the **Performance** tab from the options at the top
 
diff --git a/README.md b/README.md
index aa5e02c..163aeb8 100644
--- a/README.md
+++ b/README.md
@@ -8,10 +8,6 @@
 [![GitHub forks](https://img.shields.io/github/forks/microsoft/IoT-For-Beginners.svg?style=social&label=Fork&maxAge=2592000)](https://GitHub.com/microsoft/IoT-For-Beginners/network/)
 [![GitHub stars](https://img.shields.io/github/stars/microsoft/IoT-For-Beginners.svg?style=social&label=Star&maxAge=2592000)](https://GitHub.com/microsoft/IoT-For-Beginners/stargazers/)
 
-![Under development animated GIF](https://media.giphy.com/media/3o7qE1YN7aBOFPRw8E/giphy.gif)
-
-**This repo is under heavy development. Check back soon for more updates.**
-
 # IoT for Beginners - A Curriculum
 
 Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about IoT basics. Each lesson includes pre- and post-lesson quizzes, written instructions to complete the lesson, a solution, an assignment and more. Our project-based pedagogy allows you to learn while building, a proven way for new skills to 'stick'.