Essential Data Skills for Tech Professionals
In today’s data-driven economy, every tech professional—not just data engineers or scientists—must become data-aware and data-capable. Whether you’re a product manager, front-end developer, UX designer, QA engineer, business analyst, or operations lead, data is now part of your job. The good news is that you don’t
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Rethinking Training Data
Machine learning (ML) models rely heavily on accessing and providing high-quality training data. Due to the long deployment timeline and domain boundaries of such models, performance will inevitably decline due to a mismatch between training data and operational conditions. This paper highlights three situations where retraining
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