diff --git a/README.md b/README.md
index fa4f8e4..f64a35f 100644
--- a/README.md
+++ b/README.md
@@ -61,6 +61,8 @@ This course focuses on programming strategies and techniques behind procedural a
 ## Week 4 -- Intro to Node and Twitter Bots
 * [Notes on Node](http://shiffman.net/a2z/server-node/)
 * [Notes on Twitter Bots](http://shiffman.net/a2z/twitter-bots/)
+* [Notes on deploy to heroku](http://shiffman.net/a2z/bot-heroku/)
+* [Notes on deploy to amazon ec2](http://shiffman.net/a2z/bot-ec2/)
 * Server side programming with Node
 * Node data persistence
 * html scraping
@@ -69,6 +71,7 @@ This course focuses on programming strategies and techniques behind procedural a
 * [Homework Assignment](https://github.com/shiffman/A2Z-F16/wiki/Bot-Project)
 
 ## Week 5 - Text Analysis Workshop
+* [Notes on text analysis](http://shiffman.net/a2z/text-analysis/)
 * In class, we'll build a simple concordance together as well as demonstrate and discuss TF/IDF and Bayesian analysis.
 * Simple Concordance
 * TF/IDF