Updates readme, adds scenario template and adds animation

.github/ISSUE_TEMPLATE/bug_report.md

@@ -0,0 +1,10 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: "[BUG]"
+labels: ''
+assignees: ''
+
+---
+
+## Please file all bugs in the respective tutorials github pages

.github/ISSUE_TEMPLATE/scenario_request.md

@@ -0,0 +1,16 @@
+---
+name: Scenario request
+about: Suggest an Machine Learning scenario not covered by the tutorials
+title: "[SCENARIO]"
+labels: ''
+assignees: ''
+
+---
+
+### Scenario Description
+<!--- Describe your scenario in detail -->
+
+### Reasons for scenario
+<!---  Outline core reasons why the scenario should be covered -->
+
+### Other Comments

README.md

@@ -1,12 +1,18 @@
 # AI Reference Architectures
-This repository contains the recommended ways to train and deploy models on Azure. It ranges from running massively parallel hyperparameter tuning using Hyperdrive to deploying deep learning models on Kubernetes. Each tutorial takes you step by step through the process to train or deploy your model. The tutorials are set up as Jupyter notebooks so you can simply download them and start running them. For further documentation on the reference architectures please look [here](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/).
+This repository contains the recommended ways to train and deploy models on Azure. It ranges from running massively parallel hyperparameter tuning using Hyperdrive to deploying deep learning models on Kubernetes. Each tutorial takes you step by step through the process to train or deploy your model. The tutorials are set up as Jupyter notebooks for the Python ones and RMarkdown for the R ones so you can simply download them and start running them. For further documentation on the reference architectures please look [here](https://docs.microsoft.com/en-us/azure/architecture/reference-architectures/).
 
 
 # Getting Started
-This repository is arranged as submodules and therefore you can either pull all the tutorials or simply the ones you want. To pull all the tutorials simply run:
+This repository is arranged as submodules and therefore you can either pull all the tutorials or simply the ones you want. 
+
+<p align="center">
+  <img width="800" src="./images/demo.svg">
+</p>
+
+To pull all the tutorials simply run:
 
 ```bash
-git clone --recurse-submodules -j8 https://github.com/Microsoft/AIReferenceArchitectures.git
+git clone --recurse-submodules https://github.com/Microsoft/AIReferenceArchitectures.git
 ```
 
 if you have git older than 2.13 run: