Engineering AI for Automated Relationships in Tableau Next

Engineering AI for Automated Relationships in Tableau Next Join a head developer for a look under the hood of the revolutionary AI-powered relationship generation within Tableau Semantics. Roni Ben-Oz, Senior Manager of Software Engineering, heads the development of AI-powered relationship generation in Tableau Next and Data Cloud. Her team is revolutionizing the way users work with structured data by automating the identification of relationships between data objects, eliminating the need for manual configuration. How is regression testing and AI accuracy validation handled? Roni: To ensure the accuracy of AI relationship generation across updates, a robust validation pipeline is in place to detect regressions. Unlike traditional software, AI systems introduce stochastic variability, which complicates consistency validation. A dual-layer testing framework has been implemented: Automated regression testing : The first layer consists of automated regression...