How to Build a Brain provides a detailed exploration of a new cognitive architecture - the Semantic Pointer Architecture - that takes biological detail seriously, while addressing cognitive phenomena. Topics ranging from semantics and syntax, to neural coding and spike-timing-dependent plasticity are integrated to develop the world's largest functional brain model.
Looks like the main purpose of this book is to make the author look knowledgeable, and to promote their Nengo project. Clearly the author knows a lot, but he doesn't have the skills to pass that to non-experts.
Don’t be fooled by the intro, you need a pretty good foundation in control theory and linear algebra to get anything out of this. Still, the SPA is a pretty cool use of vector spaces even though I still haven’t quite wrapped my head around it.