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Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, cofounder of Claypot AI, considers each design decision in the context of how it can help your system as a whole achieve its objectives.

Until recently, propaganda was a top-down, elite-only system of communication control used largely by state actors. Today, as Samuel Woolley argues, social media has democratized propaganda, allowing nearly anyone to launch a fairly sophisticated, computationally enhanced, propaganda campaign. Woolley shows how social media, with its anonymity and capacity for automation, allows political groups to create the illusion of popularity through computational tools.