As a very short description of the course:

0) Intro
1) How is sequence similarity defined?
2) How do we align two sequences in an optimal way?
3) Same as above, but for more than two sequences
4)How do we derive "family relationships" from sequence similarity (building phylogenetic trees)?
5) Other ideas to define similarity
6) Sequence analysis and achine leanrning