diff --git a/README.md b/README.md
index 89562f8..450013e 100644
--- a/README.md
+++ b/README.md
@@ -705,6 +705,7 @@ An updated and organized reading list for illustrating the patterns of scalable,
 	* [Box Graph: Spontaneous Social Network at Box](https://blog.box.com/blog/box-graph-how-we-built-spontaneous-social-network/)
 	* [PricingNet: Pricing Modelling with Neural Networks at Skyscanner](https://hackernoon.com/pricingnet-modelling-the-global-airline-industry-with-neural-networks-833844d20ea6)
 	* [PinText: Multitask Text Embedding System at Pinterest](https://medium.com/pinterest-engineering/pintext-a-multitask-text-embedding-system-in-pinterest-b80ece364555)
+	* [Cannes: ML saves $1.7M a year on document previews at Dropbox](https://dropbox.tech/machine-learning/cannes--how-ml-saves-us--1-7m-a-year-on-document-previews)
 	* [Scaling Gradient Boosted Trees for Click-Through-Rate Prediction at Yelp](https://engineeringblog.yelp.com/2018/01/building-a-distributed-ml-pipeline-part1.html)	
 	* [Learning with Privacy at Scale at Apple](https://machinelearning.apple.com/2017/12/06/learning-with-privacy-at-scale.html)
 	* [Deep Learning for Image Classification Experiment at Mercari](https://medium.com/mercari-engineering/mercaris-image-classification-experiment-using-deep-learning-9b4e994a18ec)
@@ -907,4 +908,4 @@ An updated and organized reading list for illustrating the patterns of scalable,
 * [Scalability Rules: 50 Principles for Scaling Web Sites](http://scalabilityrules.com/)
 
 ## Donation
-Roses are red. Violets are blue. [Binh](https://nguyenquocbinh.org/) like sweet. [Treat Binh a tiramisu?](https://paypal.me/binhnguyennus) :cake:
+Roses are red. Violets are blue. [Binh](https://nguyenquocbinh.org/) likes sweet. [Treat Binh a tiramisu?](https://paypal.me/binhnguyennus) :cake: