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Friday, November 16 • 3:00pm - 3:20pm
Labels to Inference: A Continuous Sentiment Pipeline

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At Zignal Labs we track brand health for major brands and organizations such as Nvidia, Airbnb and IBM. A critical aspect of this is understanding the polarity of conversations as they unfold in real time across social and traditional media sources. We will discuss how we pulled together AWS services including Mechanical Turk, Code Pipeline, Lambda, and Sagemaker to deliver a complete sentiment solution that better fits our customer use case and provides transparency into our sentiment quality. We will dive into how these services can work together to enable continuous delivery and continuous model retraining providing both system reliability and rapid inclusion of new labeled data to preserve model quality as conversations shift.

avatar for Jeff Fenchel

Jeff Fenchel

Software Engineer, Zignal Labs
Jeff is a software engineer and data enthusiast passionate about enablement through continuous pipelines, developing and taming distributed systems, streaming data pipelines, and NLP through continuous measurement and testing. He recently started applying his platform and devops... Read More →

Friday November 16, 2018 3:00pm - 3:20pm PST