diff --git a/.circleci/config.yml b/.circleci/config.yml
index 84e11e7e..582a4f8e 100755
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -32,6 +32,13 @@ references:
         pip install --editable . ; cd .. & python -c "import pytorch_lightning ; print(pytorch_lightning.__version__)"
         deactivate ; rm -rf vEnv
 
+  create_pkg: &create_pkg
+    run:
+      name: Create package
+      command: |
+        python setup.py sdist
+        twine check dist/*
+
   format: &format
    run:
      name: Formatting
@@ -117,6 +124,7 @@ jobs:
       - image: circleci/python:3.7
     steps:
       - checkout
+      - *create_pkg
       - *install_pkg
 
 
diff --git a/MANIFEST.in b/MANIFEST.in
index f12a637d..a255112e 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -25,6 +25,7 @@ exclude tests
 # Exclude the documentation files
 recursive-exclude docs *
 exclude docs
+recursive-include docs/source/_static/images/ lightning_logo* pl_overview* tf_*
 
 # Include the Requirements
 include requirements.txt
diff --git a/README.md b/README.md
index 7aa3b5e6..98f57bbc 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <div align="center">
 
-<img src="docs/source/_static/images/lightning_logo.png" width="50" height="50">
+![Logo](docs/source/_static/images/lightning_logo.svg)
 
 # PyTorch Lightning
 
@@ -30,11 +30,11 @@ removed until codecov badge isn't empy. likely a config error showing nothing on
 | System / PyTorch Version | 1.1 | 1.2 | 1.3 | 1.4 |
 | :---: | :---: | :---: | :---: | :---: |
 | Linux py3.6 | [![CircleCI](https://circleci.com/gh/PyTorchLightning/pytorch-lightning.svg?style=svg)](https://circleci.com/gh/PyTorchLightning/pytorch-lightning) | [![CircleCI](https://circleci.com/gh/PyTorchLightning/pytorch-lightning.svg?style=svg)](https://circleci.com/gh/PyTorchLightning/pytorch-lightning) | [![CircleCI](https://circleci.com/gh/PyTorchLightning/pytorch-lightning.svg?style=svg)](https://circleci.com/gh/PyTorchLightning/pytorch-lightning) | [![CircleCI](https://circleci.com/gh/PyTorchLightning/pytorch-lightning.svg?style=svg)](https://circleci.com/gh/PyTorchLightning/pytorch-lightning) |
-| Linux py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) |
-| OSX py3.6 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) |
-| OSX py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) |
-| Windows py3.6 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) |
-| Windows py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg) |
+| Linux py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) |
+| OSX py3.6 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) |
+| OSX py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) |
+| Windows py3.6 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) |
+| Windows py3.7 | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) | <center>—</center> | <center>—</center> | ![CI testing](https://github.com/PyTorchLightning/pytorch-lightning/workflows/CI%20testing/badge.svg?event=push) |
 
 </center>
 
@@ -65,7 +65,7 @@ To use Lightning, simply refactor your research code into the [LightningModule](
 Everything in Blue!   
 This is how lightning separates the science (red) from the engineering (blue).
 
-![Overview](docs/source/_static/images/pl.gif)
+![Overview](docs/source/_static/images/pl_overview.gif)
 
 ## How much effort is it to convert?
 You're probably tired of switching frameworks at this point. But it is a very quick process to refactor into the Lightning format (ie: hours). [Check out this tutorial](https://towardsdatascience.com/how-to-refactor-your-pytorch-code-to-get-these-42-benefits-of-pytorch-lighting-6fdd0dc97538)
diff --git a/docs/source/_static/images/pl.gif b/docs/source/_static/images/pl_overview.gif
similarity index 100%
rename from docs/source/_static/images/pl.gif
rename to docs/source/_static/images/pl_overview.gif
diff --git a/docs/source/_static/images/overview_flat.jpg b/docs/source/_static/images/pl_overview_flat.jpg
similarity index 100%
rename from docs/source/_static/images/overview_flat.jpg
rename to docs/source/_static/images/pl_overview_flat.jpg