GitBook: [master] one page modified

README.md

@@ -10,9 +10,9 @@ The Compendium is fully open. It is now a project on [GitBook](https://book.mlco
 
 I see this compendium as a gateway, as a frequently visited resource for people of various proficiency levels, for industry data scientists, and academics. The compendium will save you countless hours googling and sifting through articles that may not give you any value.
 
-The Compendium includes around 500 topics, that contains various summaries, links, and articles that I have read on numerous topics that I found interesting or that I had needed to learn. It include the majority of modern machine learning algorithms, statistics, feature selection, and engineering techniques, deep-learning, NLP, audio, deep & classic vision, time-series, anomaly detection, graphs, experiment management, and much more. In addition to strategic topics such as data science management and team building, and essential topics such as product management, product design, and a technology stack from a DS POV.Please keep in mind that this is a perpetual work in progress with a variety of topics. If you feel that something should be changed, you can now easily contribute using [GitBook](https://book.mlcompendium.com), [GitHub](https://github.com/orico/www.mlcompendium.com/tree/master), or [contact me](https://www.linkedin.com/in/cohenori/).
+The Compendium includes around 500 topics, that contains various summaries, links, and articles that I have read on numerous topics that I found interesting or that I had needed to learn. It include the majority of modern machine learning algorithms, statistics, feature selection, and engineering techniques, deep-learning, NLP, audio, deep & classic vision, time-series, anomaly detection, graphs, experiment management, and much more. In addition to strategic topics such as data science management and team building, and essential topics such as product management, product design, and a technology stack from a DS POV. 
 
-Please keep in mind that this is a perpetual work in progress with a variety of topics. If you feel that something should be changed, please use the comment option and let me know.
+Please keep in mind that this is a perpetual work in progress with a variety of topics. If you feel that something should be changed, you can now easily contribute using [GitBook](https://book.mlcompendium.com), [GitHub](https://github.com/orico/www.mlcompendium.com/tree/master), or [contact me](https://www.linkedin.com/in/cohenori/).
 
 I would like to thank the following contributors: [Samuel Jefroykin](https://www.linkedin.com/in/samueljefroykin/), [Sefi Keller](https://www.linkedin.com/in/sefikeller/?originalSubdomain=il)