Hal Schenck from Auburn University would like to share his draft book Algebra and Topology for Data Analysis with the community:
http://webhome.auburn.edu/~hks0015/data.pdf
The book goes from linear algebra to spectral sequences, containing data applications interspersed throughout. The author is interested in any comments or feedback, so please shoot him an email after checking it out!