– Med hjälp av Artificiell intelligens kan man analysera stora mängder data och hitta mönster som man använder till att göra prognoser. AI gör att man kan fatta mera faktabaserade beslut, säger Marcus Weiland.
AI som ett verktyg för att skapa social hållbarhet
Social hållbarhet
AI, Artificiell intelligens, kan vara ett smart verktyg inom hållbarhetsarbetet – även när det kommer till social hållbarhet. Det säger Marcus Weiland, vice vd på AI-företaget Savantic och delprojektledare i Smart Built Environments satsning Kraftsamling - AI i samhällsbyggandet.

AI kan användas i arbetet med social hållbarhet. Foto: Adobe Stock
Någonting är fel
Du är inloggad som prenumerant hos förlaget Pauser Media, men nånting är fel. På din profilsida ser du vilka av våra produkter som du har tillgång till. Skulle uppgifterna inte stämma på din profilsida – vänligen kontakta vår kundtjänst.
Hållbart samhällsbyggande premium
Läs vidare – starta din prenumeration
Redan prenumerant? Logga in och läs vidare.
AI kan skapa nyttor inom samhällsbyggnad. Exempeln är många: inom logistik och transporter, prognoser över hur regn kommer att påverka städer och bebyggelse i framtiden, automatisering och effektivisering av processer som bygglov, inom återbruk och inom stadsplanering.
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
