This week's book giveaway is in the OCAJP 8 forum. We're giving away four copies of OCA Java SE 8 Programmer I Study Guide and have Edward Finegan & Robert Liguori on-line! See this thread for details.
You are correct. Coupling measures inter-class dependency. Cohesion measures how focused a class is. In other words, a class should do only a few very related things, as opposed to combining functionality that should be split in different classes to promote modularity and code reuse.
All code in my posts, unless a source is explicitly mentioned, is my own.