Built an actual readme

README.md

@@ -1,8 +1,97 @@
-# RAPIDS Showcase Notebooks
-A [RAPIDS](https://rapids.ai/) community focused showcase of notebooks, examples and demos. 
+# RAPIDS Showcase
+---
+## Table of Contents
+* [Intro](#intro)
+* [Exploring the Repo](#exploring)
+* [Additional Resources](#more)
+
+---
 
-Some examples include:
-- A visualization tutorial at: showcase/event_notebooks/JupyterCon_2020_RAPIDSViz/
-- A Plotly dashboard using cuDF, cuGraph, and cuSpatial at: showcase/team_contributions/Spatial-Analytics-Viz
+## Introduction <a name="intro"></a>
 
-Have a look around!
+Welcome to the RAPIDS Showcase Repo!
+
+### RAPIDS Showcase Notebooks
+This collection of notebooks includes:
+- Real-world example workflows showing the power of RAPIDS
+- Latest "best practices" notebooks
+- Latest blog post notebooks
+- Latest event tutorials and examples
+- Current benchmarks
+
+These notebooks are built by the RAPIDS team and will be maintained by them.  When we limit support for a notebooks, it will become community maintained in the [RAPIDS-Community Notebooks Contrib Repo](https://github.com/rapidsai-community/notebooks-contrib). 
+
+
+### How to Contribute <a name="contributing"></a>
+
+Only RAPIDS team members can contribute to RAPIDS Showcase.  If you'd like to contribute a notebook, please check out our [Community Notebooks](https://github.com/rapidsai-community/notebooks-contrib).  If you're a RAPIDS Team member, please create a PR and notify @taureandyerNV when you're ready for a review.
+
+## Exploring the Repo <a name="exploring"></a>
+### Folders
+
+- `benchmarks`- This folder contains performance benchmarks 
+- `blogs_notebooks` - Notebooks from our latest blog posts
+- `documentation_notebooks` - 
+- `event_notebooks` - Contains our collection of notebooks we have utiliized in recent Conferences and Meetups events.   
+- `getting_started_tutorials` - Coming Soon!
+- `team_contributions` - Cool notebooks built by the RAPIDS team developers and NVIDIA Solution Architects to showcase different industry capabilities.
+
+### Topics
+Click each topic to expand
+<details>
+  <summary>Real-World Example Workflows</summary>
+</details>
+
+<details>
+  <summary>Tutorials/Best Practices Notebooks</summary>
+
+  * Data Visualizations and Spatial Analytics
+    * [cuxfilter-tutorial](team_contributions/cuxfilter-tutorial/cuxfilter_tutorial.ipynb)
+    * [Spatial-Analytics-Viz @ c1c848f](https://github.com/exactlyallan/Spatial-Analytics-Viz/tree/c1c848f2562e69153c02cd329ad28c9b0f49eabd)
+</details>
+
+<details>
+  <summary>Blog Post Notebooks</summary>
+</details>
+
+<details>
+  <summary>Event Notebooks</summary>
+
+  * [GTC Spring 2021](event_notebooks/GTC_2021/credit_scorecard) 
+    * [WOESC Demo Vehicle Data](event_notebooks/GTC_2021/credit_scorecard/cpu/woesc_demo_vehicle_data.ipynb) 
+    * [XGBSC Demo Vehicle Data](event_notebooks/GTC_2021/credit_scorecard/cpu/xgbsc_demo_vehicle_data.ipynb)
+  * [JupyterCon 2020](event_notebooks/JupyterCon_2020_RAPIDSViz)  
+    * [00 Index and Introduction](event_notebooks/JupyterCon_2020_RAPIDSViz/00%20Index%20and%20Introduction.ipynb) 
+    * [01 Data Inspection and Validation](event_notebooks/JupyterCon_2020_RAPIDSViz/01%20Data%20Inspection%20and%20Validation.ipynb)
+    * [02 Exploratory Data Visualization](event_notebooks/JupyterCon_2020_RAPIDSViz/02%20Exploratory%20Data%20Visualization.ipynb)
+    * [03 Data Analysis with Visual Analytics](event_notebooks/JupyterCon_2020_RAPIDSViz/03%20Data%20Analysis%20with%20Visual%20Analytics.ipynb) 
+    * [04 Explanatory Data Visualization.ipynb](event_notebooks/JupyterCon_2020_RAPIDSViz/04%20Explanatory%20Data%20Visualization.ipynb)
+  * [KDD 2020](event_notebooks/KDD_2020) 
+    * [Seattle Parking Notebooks](event_notebooks/KDD_2020/notebooks/parking/)
+      * [1) RAPIDS Seattle Parking](event_notebooks/KDD_2020/notebooks/parking/codes/1_rapids_seattleParking.ipynb) 
+      * [2) RAPIDS Seattle Parking Graph](event_notebooks/KDD_2020/notebooks/parking/codes/2_rapids_seattleParking_graph.ipynb)
+      * [3) RAPIDS Seattle Parking Nodes](event_notebooks/KDD_2020/notebooks/parking/codes/3_rapids_seattleParking_parkingNodes.ipynb)
+    * [Rossmann Store Sales Example](event_notebooks/KDD_2020/notebooks/nvtabular/rossmann-store-sales-example.ipynb) 
+    * [cyBERT Training Inference](event_notebooks/KDD_2020/notebooks/cybert/cyBERT_training_inference.ipynb)
+    * [NYCTaxi Notebooks](event_notebooks/KDD_2020/notebooks/Taxi)
+      * [NYCTaxi](event_notebooks/KDD_2020/notebooks/Taxi/NYCTax.ipynb)
+    * [Single-Cell RNA-seq Analytics](event_notebooks/KDD_2020/notebooks/Lungs)
+      * [RAPIDS & Scanpy Single-Cell RNA-seq Workflow](event_notebooks/KDD_2020/notebooks/Lungs/hlca_lung_gpu_analysis.ipynb)
+  * [TMLS 2020](event_notebooks/TMLS_2020/notebooks/Taxi)
+    * [Overview-Taxi](event_notebooks/TMLS_2020/notebooks/Taxi/Overview-Taxi.ipynb)
+
+</details>
+
+<details>
+  <summary>Benchmark Notebooks</summary>
+
+  * [Mortgage E2E](benchmarks/mortgage/mortgage_e2e.ipynb)
+
+</details>
+
+---
+
+## Additional Resources <a name="more"></a>
+- [Visit our Community Notebooks repo](https://github.com/rapidsai-community/notebooks-contrib) for notebooks built by RAPIDS team, our Ecosystem Partners, and RAPIDS users like you!
+- [Visit our Youtube Channel](https://www.youtube.com/channel/UCsoi4wfweA3I5FsPgyQnnqw/featured?view_as=subscriber) or see [list of videos](multimedia_links.md) by RAPIDS or our community.  Feel free to contribute your videos and RAPIDS themed playlists as well!
+- [Visit our Blogs on Medium](https://medium.com/rapids-ai/)