14.4: Emerging Trends in Analytics

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Page ID: 48159

Felix Amoruwa
De Anza College

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Emerging Trends in Analytics

Analytics is shifting toward real-time, decentralized, automated, explainable, and privacy-preserving approaches. Streaming analytics process data as it arrives (e.g., fraud, personalization, monitoring), and edge computing runs analytics near the source (IoT, local servers) to cut latency and bandwidth—for example in predictive maintenance and smart grids. As ensembles and deep nets become common, explainable AI (e.g., LIME for local explanations, SHAP for feature attribution) is used to explai

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