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What neurobiology and artificial intelligence tell us about how the
brain builds itself How does a neural network become a brain? While
neurobiologists investigate how nature accomplishes this feat,
computer scientists interested in artificial intelligence strive to
achieve this through technology. The Self-Assembling Brain tells
the stories of both fields, exploring the historical and modern
approaches taken by the scientists pursuing answers to the
quandary: What information is necessary to make an intelligent
neural network? As Peter Robin Hiesinger argues, "the information
problem" underlies both fields, motivating the questions driving
forward the frontiers of research. How does genetic information
unfold during the years-long process of human brain development-and
is there a quicker path to creating human-level artificial
intelligence? Is the biological brain just messy hardware, which
scientists can improve upon by running learning algorithms on
computers? Can AI bypass the evolutionary programming of "grown"
networks? Through a series of fictional discussions between
researchers across disciplines, complemented by in-depth seminars,
Hiesinger explores these tightly linked questions, highlighting the
challenges facing scientists, their different disciplinary
perspectives and approaches, as well as the common ground shared by
those interested in the development of biological brains and AI
systems. In the end, Hiesinger contends that the information
content of biological and artificial neural networks must unfold in
an algorithmic process requiring time and energy. There is no
genome and no blueprint that depicts the final product. The
self-assembling brain knows no shortcuts. Written for readers
interested in advances in neuroscience and artificial intelligence,
The Self-Assembling Brain looks at how neural networks grow
smarter.
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