Introduction to Gephi; installing and exploring
Modularity and desired number of communities
Predicting epidemic using social networks
SNA and Fraud Detection
Using R in SNA (In this particular example it is network analysis applied in documents), using package iGraph
The free ebook with all codes are available here: http://www.rdatamining.com/books/rdm/code
You want weekly class notes, here is Univ. of Maine lecture notes.
Stanford University 9 lectures on SNA