Update README.md and demo.py to be truly reflective

... of the project's state and intent.
* All of the pieces are there, but they still aren't connected
* That's a poor show of engineering quality

Author: stephenjfox

README.md

@@ -13,16 +13,58 @@ Please feel free to look around, but bookmark which release tag it was. Master w
 
 A Stephen Fox endeavor to become an Applied AI Scientist.
 
+## Background Resources
+
+### Key Ideas
+
+1. Make it simple to refine neural architectures
+2. Focus on dropping model parameter size while __keeping performance as high as possible__
+3. Make the tools user-friendly, and clearly documented
+
+### Project Roadmap
+
+- Please see [the GitHub Project board](https://github.com/stephenjfox/Morph.py/projects/1)
+
+---
+
+## What is Morph.py?
+
+Morph.py is a Neural Network Architecture Optimization toolkit targeted at Deep Learning researchers
+  and practitioners.
+* It acts outside of the current paradigm of [Neural Architecture Search](https://github.com/D-X-Y/awesome-NAS)
+  while still proving effective
+* It helps one model accuracy of a model with respect to its size (as measured by "count of model parameters")
+  * Subsequently, you could be nearly as effective (given some margin of error) with a __much__ smaller
+    memory footprint
+* Provides you, the researcher, with [better insight on how to improve your model](https://github.com/stephenjfox/Morph.py/projects/3)
+
+Please enjoy this [Google Slides presentation](https://goo.gl/ZzZrng)
+
+Coming soon:
+* A walkthrough of the presentation (more detail than my presenter's notes)
+* More [supported model architectures](https://github.com/stephenjfox/Morph.py/projects/2)
+
+
+### Current support
+
+* Dynamic adjustment of a given layer's size
+* Weight persistence across layer resizing
+  * To preserve all the hard work you spent in
+
+---
+
+# Contributing
+
 ## Setup (to work alongside me)
 
 `git clone https://github.com/stephenjfox/Morph.py.git`
 
-## Requisites
+### Requisites
 
-### [Install Anaconda](https://www.anaconda.com/download/)
+#### [Install Anaconda](https://www.anaconda.com/download/)
 * They've made it easier with the years. If you haven't already, please give it a try
 
-### Install Pip
+#### Install Pip
 
 1. `conda install pip`
 2. Proceed as normal
@@ -32,4 +74,7 @@ A Stephen Fox endeavor to become an Applied AI Scientist.
 - Jupyter Notebook
   * And a few tools to make it better on your local environment like `nb_conda`, `nbconvert`, and `nb_conda_kernels`
 - Python 3.6+ because [Python 2 is dying](https://pythonclock.org/)
-- PyTorch (`conda install torch torchvision`)
+- PyTorch (`conda install torch torchvision -c pytorch`)
+
+All of these and more are covered in the `environment.yml` file:
++ Simply run `conda env create -f environment.yml -n <desired environment name>`

demo.py

@@ -14,7 +14,7 @@ def main():
     # do one pass through the algorithm
     modified = morph.once(my_model)
 
-    print(modified)  # proof that the thing wasn't tampered with
+    print(modified) # take a peek at the new layers. You take it from here
 
     my_dataloader = DataLoader(TensorDataset(torch.randn(2, 28, 28)))