diff --git a/README.md b/README.md
index 2d26b70e..da0dc222 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ Interactive notebooks + examples can be downloaded by cloning! )
     - Exploring a Kaggle dataset and the pitfalls of naive analysis
     - How to sort Reddit comments from best to worst (not as easy as you think)
     
-* [**Chapter 5: Would you rather loss an arm or a leg?**](http://nbviewer.ipython.org/urls/raw.github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/master/Chapter5_LossFunctions/LossFunctions.ipynb)
+* [**Chapter 5: Would you rather lose an arm or a leg?**](http://nbviewer.ipython.org/urls/raw.github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/master/Chapter5_LossFunctions/LossFunctions.ipynb)
     The introduction of Loss functions and their (awesome) use in Bayesian methods.  Examples include:
     - Solving the Price is Right's Showdown
     - Optimizing financial predictions