'The advent of machine learning-based AI systems demands
that our industry does not just share toys, but builds a new sandbox in which
to play with them.' - Phil Bernstein



The profession is changing. A new era is rapidly approaching
when computers will not merely be instruments for data creation, manipulation
and management, but, empowered by artificial intelligence, they will become
agents of design themselves. Architects need a strategy for facing the opportunities
and threats of these emergent capabilities or risk being left behind.



Architecture's best-known technologist, Phil Bernstein,
provides that strategy. Divided into three key sections - Process,
Relationships and Results - Machine Learning lays out an approach for
anticipating, understanding and managing a world in which computers often
augment, but may well also supplant, knowledge workers like architects. Armed with
this insight, practices can take full advantage of the new technologies to
future-proof their business.



Features chapters on:



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Professionalism



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Tools and technologies



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Laws, policy and risk



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Delivery, means and methods



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Creating, consuming and curating data



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Value propositions and business models.