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Principles of Neural Design (The MIT Press)

Peter Sterling, Simon Laughlin · 2 HN comments
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Amazon Summary
Two distinguished neuroscientists distil general principles from more than a century of scientific study, “reverse engineering” the brain to understand its design.Neuroscience research has exploded, with more than fifty thousand neuroscientists applying increasingly advanced methods. A mountain of new facts and mechanisms has emerged. And yet a principled framework to organize this knowledge has been missing. In this book, Peter Sterling and Simon Laughlin, two leading neuroscientists, strive to fill this gap, outlining a set of organizing principles to explain the whys of neural design that allow the brain to compute so efficiently. Setting out to “reverse engineer” the brain—disassembling it to understand it—Sterling and Laughlin first consider why an animal should need a brain, tracing computational abilities from bacterium to protozoan to worm. They examine bigger brains and the advantages of “anticipatory regulation”; identify constraints on neural design and the need to “nanofy”; and demonstrate the routes to efficiency in an integrated molecular system, phototransduction. They show that the principles of neural design at finer scales and lower levels apply at larger scales and higher levels; describe neural wiring efficiency; and discuss learning as a principle of biological design that includes “save only what is needed.”Sterling and Laughlin avoid speculation about how the brain might work and endeavor to make sense of what is already known. Their distinctive contribution is to gather a coherent set of basic rules and exemplify them across spatial and functional scales.
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What a great question!

The book that got me into neuroscience was Phantoms in the Brain by V. S Ramachandran and Sandra Blakeslee. A 22-year old book that wowed 20-year-old me. Principles of Neural Design by Peter Sterling and Simon Laughlin is a more recent book. It is brilliant, beautifully written and probably should be required reading for anyone looking to do graduate studies in neuroscience. In a field inundated with data and siloes and jargon, it bats for a focus on jargon-free understanding of principles that can explain much of the complexity. It was hugely inspirational for us when doing our own book (plug alert!).

I hope that Journey of the Mind: How Thinking Emerged from Chaos, a book I co-authored, a book which drew inspiration from these two books, is able to do the same for many looking to study neuroscience and AI now.

Phantoms in the Brain https://www.amazon.com/Phantoms-Brain-Probing-Mysteries-Huma...

Principles of Neural Design https://www.amazon.com/Principles-Neural-Design-MIT-Press/dp...

Journey of the Mind https://www.amazon.com/Journey-Mind-Thinking-Emerged-Chaos/d...

Kind of an odd title and book, but I think it may do a good job of what you're looking for:

"Principles of Neural Design": https://www.amazon.com/Principles-Neural-Design-MIT-Press/dp...

afarrell
That looks like exactly the sort of thing I'm after.
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