From 9443837a185fcc0345425a549e74b41380bb05c0 Mon Sep 17 00:00:00 2001
From: Sharan Yalburgi <sharanyalburgi@gmail.com>
Date: Thu, 2 Aug 2018 17:58:04 +0530
Subject: [PATCH 1/3] Edit Readme

---
 README.md | 38 ++++++++++++++++++++++++++++++++++++++
 1 file changed, 38 insertions(+)

diff --git a/README.md b/README.md
index c4a647f2..9218d9a9 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,44 @@
 
 Pre-release development of high-level probabilistic programming interface for TensorFlow.  Please contribute or participate [on github](https://github.com/pymc-devs/pymc4).
 
+## Installation Instructions
+ - Install using `pip`
+ ``` bash
+ pip install git+https://github.com/pymc-devs/pymc4.git
+ ```
+ 
+## Simple Example
+### Import pymc4 and Edward2
+``` python
+import pymc4 as pm
+from tensorflow_probability import edward2 as ed
+```
+### Model Initialization
+``` python
+model = pm.Model()
+```
+
+### Model Definition
+The model has to be defined in a single function with `@[model-name].define` decorator.
+``` python
+@model.define
+def simple(cfg):
+    normal = ed.Normal(loc=0. scale=1., name='normal')
+```
+
+### Sampling
+``` python
+trace = pm.sample(model)
+```
+
+### Visualize the trace using arviz
+``` python
+# Add code here
+```
+
+
+Here is a [blog post](https://sharanry.github.io/post/eight-schools-model/) showcasing the differences between PyMC3 and PyMC4 using the Eight Schools model.
+ 
 ## Contributors
 
 For a full list of code contributors based on code checkin activity, see the [GitHub contributor page](https://github.com/pymc-devs/pymc4/graphs/contributors).

From 9155e5df75017d72826dff1cf11e82bb992dd0c9 Mon Sep 17 00:00:00 2001
From: Sharan Yalburgi <sharanyalburgi@gmail.com>
Date: Sun, 5 Aug 2018 20:44:42 +0530
Subject: [PATCH 2/3] Edit Readme1

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 9218d9a9..30c1978d 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ Pre-release development of high-level probabilistic programming interface for Te
 ## Installation Instructions
  - Install using `pip`
  ``` bash
- pip install git+https://github.com/pymc-devs/pymc4.git
+ pip install --user git+https://github.com/pymc-devs/pymc4.git@functional#egg=pymc4
  ```
  
 ## Simple Example

From 04b003e68b9f3c0cd561b51cf1281522e6ce4393 Mon Sep 17 00:00:00 2001
From: Sharan Yalburgi <sharanyalburgi@gmail.com>
Date: Mon, 6 Aug 2018 10:35:28 +0530
Subject: [PATCH 3/3] Edit Readme

---
 README.md | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 30c1978d..535a6a3d 100644
--- a/README.md
+++ b/README.md
@@ -24,7 +24,7 @@ The model has to be defined in a single function with `@[model-name].define` dec
 ``` python
 @model.define
 def simple(cfg):
-    normal = ed.Normal(loc=0. scale=1., name='normal')
+    normal = ed.Normal(loc=0., scale=1., name='normal')
 ```
 
 ### Sampling
@@ -34,7 +34,12 @@ trace = pm.sample(model)
 
 ### Visualize the trace using arviz
 ``` python
-# Add code here
+# See https://github.com/arviz-devs/arviz
+# pip install git+git://github.com/arviz-devs/arviz.git
+import arviz as az
+
+posterior_data = az.convert_to_xarray(trace, chains=1)
+az.posteriorplot(posterior_data, figsize=(8, 4), textsize=15, round_to=2);
 ```