Update README.md

Author: CamDavidsonPilon

README.md

@@ -43,7 +43,7 @@ Interactive notebooks + examples can be downloaded by cloning! )
     We explore an incredibly useful, and dangerous, theorem: The Law of Large Numbers. Examples include:
     - Exploring a Kaggle dataset and the pitfalls of naive analysis
 
-* [**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.ipynb)
+* [**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)
     The introduction of Loss functions and there (awesome) use in Bayesian methods.  Examples include:
     - Solving the Price is Right's Showdown
     - Optimizing financial predictions