From 64f99f545337d573505b3c0bb76b331bd62f2b5e Mon Sep 17 00:00:00 2001
From: Matt Huntington <matt.huntington@gmail.com>
Date: Wed, 5 Apr 2017 20:54:13 -0400
Subject: [PATCH] final step of workflow

---
 intro.md | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/intro.md b/intro.md
index abc61b1..1738807 100644
--- a/intro.md
+++ b/intro.md
@@ -98,3 +98,8 @@ For a given class size
     - figure out a formula that represents what we are trying to learn
 1. Present the results
     - visualize the results
+1. Deploy and validate
+    - create a site
+    - publish findings
+
+![data science workflow](https://raw.githubusercontent.com/generalassembly-studio/data-science-101-cwe-materials/master/curriculum/02-materials/code/data-science-workflow-example.jpg)