diff --git a/R/DESCRIPTION b/R/DESCRIPTION
index 38d3f2bf7..c694c8b52 100644
--- a/R/DESCRIPTION
+++ b/R/DESCRIPTION
@@ -1,7 +1,7 @@
Package: Robyn
Type: Package
Title: Semi-Automated Marketing Mix Modeling (MMM) from Meta Marketing Science
-Version: 3.10.3.9000
+Version: 3.10.3
Authors@R: c(
person("Gufeng", "Zhou", , "gufeng@meta.com", c("aut")),
person("Leonel", "Sentana", , "leonelsentana@meta.com", c("aut")),
diff --git a/R/README.md b/R/README.md
index cba0a4be0..a9fba9da6 100644
--- a/R/README.md
+++ b/R/README.md
@@ -1,7 +1,7 @@
# Robyn: Continuous & Semi-Automated MMM
### The Open Source Marketing Mix Model Package from Meta Marketing Science
-[![CRAN\_Status\_Badge](https://www.r-pkg.org/badges/version/Robyn)](https://cran.r-project.org/package=Robyn) [![Downloads](https://cranlogs.r-pkg.org/badges/grand-total/Robyn?color=green)](https://cran.r-project.org/web/packages/Robyn/index.html) [![website](https://img.shields.io/badge/site-Robyn-blue.svg)](https://facebookexperimental.github.io/Robyn/) [![facebook](https://img.shields.io/badge/group-Facebook-blue.svg)](https://www.facebook.com/groups/robynmmm/)
+[![CRAN\_Status\_Badge](https://www.r-pkg.org/badges/version/Robyn)](https://cran.r-project.org/package=Robyn) [![Downloads](https://cranlogs.r-pkg.org/badges/grand-total/Robyn?color=green)](https://cranlogs.r-pkg.org/badges/grand-total/Robyn?color=green) [![Site](https://img.shields.io/badge/site-Robyn-blue.svg)](https://facebookexperimental.github.io/Robyn/) [![Facebook](https://img.shields.io/badge/group-Facebook-blue.svg)](https://www.facebook.com/groups/robynmmm/) [![CodeFactor](https://www.codefactor.io/repository/github/facebookexperimental/robyn/badge)](https://www.codefactor.io/repository/github/facebookexperimental/robyn)
---
Project Robyn aims to radically change Marketing Mix Modelling (MMM) practice by utilizing automation, ground-truth calibration, and incorporating AI in an open-source approach. While demystifying the use of these techniques, Robyn helps to reduce and minimize human bias in MMM, ensuring that the results are based on objective and validated statistical analysis. The AI algorithms & ground-truth calibration used in Robyn aim to minimize the potential for subjective interpretations and decision making. This leads to a more accurate representation of the impact of marketing investments, enabling organizations of all sizes to make impartial data-driven decisions. Project Robyn, along with strong community support, represents a step towards the future of MMM, where the use of AI and automation will become the norm, providing unbiased and reliable results every time. By creating an open-source platform, Project Robyn is democratizing access to underlying technology, enabling organizations of all sizes to benefit from unbiased MMM analysis either as final end-users or agencies & consultancies building their own businesses upon Robyn. The data science, the code, and various business case studies are available for everyone to learn from and use.
diff --git a/README.md b/README.md
index 101949e26..4d4c7a57e 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,7 @@
# Robyn: Continuous & Semi-Automated MMM
### The Open Source Marketing Mix Model Package from Meta Marketing Science
-[![CRAN\_Status\_Badge](https://www.r-pkg.org/badges/version/Robyn)](https://cran.r-project.org/package=Robyn) [![website](https://img.shields.io/badge/site-Robyn-blue.svg)](https://facebookexperimental.github.io/Robyn/) [![facebook](https://img.shields.io/badge/group-Facebook-blue.svg)](https://www.facebook.com/groups/robynmmm/)
-[![CodeFactor](https://www.codefactor.io/repository/github/facebookexperimental/robyn/badge)](https://www.codefactor.io/repository/github/facebookexperimental/robyn)
+[![CRAN\_Status\_Badge](https://www.r-pkg.org/badges/version/Robyn)](https://cran.r-project.org/package=Robyn) [![Downloads](https://cranlogs.r-pkg.org/badges/grand-total/Robyn?color=green)](https://cranlogs.r-pkg.org/badges/grand-total/Robyn?color=green) [![Site](https://img.shields.io/badge/site-Robyn-blue.svg)](https://facebookexperimental.github.io/Robyn/) [![Facebook](https://img.shields.io/badge/group-Facebook-blue.svg)](https://www.facebook.com/groups/robynmmm/) [![CodeFactor](https://www.codefactor.io/repository/github/facebookexperimental/robyn/badge)](https://www.codefactor.io/repository/github/facebookexperimental/robyn)
---
## Introduction