'The advent of machine learning-based AI systems demandsthat our industry does not just share toys, but builds a new sandbox in whichto play with them.' - Phil Bernstein The profession is changing. A new era is rapidly approachingwhen computers will not merely be instruments for data creation, manipulationand management, but, empowered by artificial intelligence, they will becomeagents of design themselves. Architects need a strategy for facing the opportunitiesand 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 foranticipating, understanding and managing a world in which computers oftenaugment, but may well also supplant, knowledge workers like architects. Armed withthis insight, practices can take full advantage of the new technologies tofuture-proof their business. Features chapters on:* Professionalism* Tools and technologies* Laws, policy and risk* Delivery, means and methods* Creating, consuming and curating data* Value propositions and business models.

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