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@@ -19,7 +19,7 @@ Read things here before you start.
 - [Principles of Distributed Systems](http://dcg.ethz.ch/lectures/podc_allstars/lecture/podc.pdf) [Free] [ETH Zurich University]
 - [Making reliable distributed systems in the presence of software errors](http://www.erlang.org/download/armstrong_thesis_2003.pdf), [Free] Joe Amstrong's (Author of Erlang) PhD thesis 
 - [Designing Data Intensive Applications](https://www.amazon.com/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321) [Amazon Link]
-- [Distributed Machine Learning Patters, Yuan Tang](https://github.com/terrytangyuan/distributed-ml-patterns), Practical patterns for scaling machine learning from your laptop to a distributed cluster
+- [Distributed Machine Learning Patterns, Yuan Tang](https://github.com/terrytangyuan/distributed-ml-patterns), Practical patterns for scaling machine learning from your laptop to a distributed cluster
 - [Distributed Computing, Hagit Attiya and Jennifer Welch](http://hagit.net.technion.ac.il/publications/dc/)
 - [Distributed Algorithms, Nancy Lynch](https://www.amazon.com/Distributed-Algorithms-Kaufmann-Management-Systems/dp/1558603484) [Amazon Link]
 - [Impossibility Results for Distributed Computing](http://www.morganclaypool.com/doi/abs/10.2200/S00551ED1V01Y201311DCT012) [paywall]