diff --git a/README.md b/README.md
index 7c03b30..d5ae9dd 100644
--- a/README.md
+++ b/README.md
@@ -1342,8 +1342,8 @@ Mock Interviews:
 ## Your Resume
 
 - See Resume prep items in Cracking The Coding Interview and back of Programming Interviews Exposed
-- Very Important thing to remember while creating your resume, if you applying for big companies is that make it ATS Complaint. 
-- [How to Create or Check if your Resume is ATS Complaint](https://ayedot.com/97/MiniBlog/Meaning-of-ATS-compliant-resume-and-How-to-create-ATS-Resume-for-Free)
+- Very Important thing to remember while creating your resume, if you applying for big companies is that make it ATS Compliant. 
+- [How to Create or Check if your Resume is ATS Compliant](https://ayedot.com/97/MiniBlog/Meaning-of-ATS-compliant-resume-and-How-to-create-ATS-Resume-for-Free)
 
 ## Be thinking of for when the interview comes
 
@@ -1437,7 +1437,7 @@ You're never really done.
         - Algorithm catalog:
             - This is the real reason you buy this book
             - About to get to this part. Will update here once I've made my way through it
-    - Can rent it on kindle
+    - Can rent it on Kindle
     - Answers:
         - [Solutions](http://www.algorithm.cs.sunysb.edu/algowiki/index.php/The_Algorithms_Design_Manual_(Second_Edition))
         - [Solutions](http://blog.panictank.net/category/algorithmndesignmanualsolutions/page/2/)
@@ -1809,9 +1809,9 @@ You're never really done.
     - [ ] [Bob Martin SOLID Principles of Object Oriented and Agile Design (video)](https://www.youtube.com/watch?v=TMuno5RZNeE)
     - [ ] S - [Single Responsibility Principle](http://www.oodesign.com/single-responsibility-principle.html) | [Single responsibility to each Object](http://www.javacodegeeks.com/2011/11/solid-single-responsibility-principle.html)
         - [more flavor](https://docs.google.com/open?id=0ByOwmqah_nuGNHEtcU5OekdDMkk)
-    - [ ] O - [Open/Closed Principal](http://www.oodesign.com/open-close-principle.html)  | [On production level Objects are ready for extension but not for modification](https://en.wikipedia.org/wiki/Open/closed_principle)
+    - [ ] O - [Open/Closed Principle](http://www.oodesign.com/open-close-principle.html)  | [On production level Objects are ready for extension but not for modification](https://en.wikipedia.org/wiki/Open/closed_principle)
         - [more flavor](http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgN2M5MTkwM2EtNWFkZC00ZTI3LWFjZTUtNTFhZGZiYmUzODc1&hl=en)
-    - [ ] L - [Liskov Substitution Principal](http://www.oodesign.com/liskov-s-substitution-principle.html) | [Base Class and Derived class follow ‘IS A’ principal](http://stackoverflow.com/questions/56860/what-is-the-liskov-substitution-principle)
+    - [ ] L - [Liskov Substitution Principle](http://www.oodesign.com/liskov-s-substitution-principle.html) | [Base Class and Derived class follow ‘IS A’ Principle](http://stackoverflow.com/questions/56860/what-is-the-liskov-substitution-principle)
         - [more flavor](http://docs.google.com/a/cleancoder.com/viewer?a=v&pid=explorer&chrome=true&srcid=0BwhCYaYDn8EgNzAzZjA5ZmItNjU3NS00MzQ5LTkwYjMtMDJhNDU5ZTM0MTlh&hl=en)
     - [ ] I - [Interface segregation principle](http://www.oodesign.com/interface-segregation-principle.html) | clients should not be forced to implement interfaces they don't use
         - [Interface Segregation Principle in 5 minutes (video)](https://www.youtube.com/watch?v=3CtAfl7aXAQ)
@@ -1950,7 +1950,7 @@ Sit back and enjoy.
 
 ## Algorithms implementation
 
-- [Multiple Algorithms implementation by Princeton University)](https://algs4.cs.princeton.edu/code)
+- [Multiple Algorithms implementation by Princeton University](https://algs4.cs.princeton.edu/code)
 
 
 ## Papers