Today's digital environment generates unprecedented volumes of data-from transaction records and social media interactions to sensor outputs and multimedia content. Traditional tools struggle to process these massive, complex datasets, leading to the emergence of specialized analytics platforms and scalable storage architectures. By applying advanced algorithms, predictive modeling, and pattern recognition, analysts can extract actionable insights that drive operational efficiency, enhance customer experiences, and uncover new revenue streams. Machine learning techniques enable systems to evolve and improve as they ingest more data, automating routine tasks and revealing hidden relationships that would be impossible for humans to detect unaided. Big Data Analytics and Artificial Intelligence brings together foundational theories, practical methodologies, and real-world examples. This book outlines the core principles of data management, from distributed storage systems to scalable processing frameworks. It then leads into machine learning paradigms, covering supervised, unsupervised, and reinforcement learning, before exploring specialized applications such as natural language understanding, image recognition, and anomaly detection. Case studies drawn from finance, healthcare, e-commerce, and public policy demonstrate how organizations of all sizes can translate raw data into strategic assets. By interweaving theoretical explanations with code snippets and visualizations, this work aims to equip readers with both conceptual clarity and practical skills.
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Zustand: new. Today's digital environment generates unprecedented volumes of data-from transaction records and social media interactions to sensor outputs and multimedia content. Traditional tools struggle to process these massive, complex datasets, leading to the emergence of specialized analytics platforms and scalable storage architectures. By applying advanced algorithms, predictive modeling, and pattern recognition, analysts can extract actionable insights that drive operational efficiency, enhance customer experiences, and uncover new revenue streams. Machine learning techniques enable systems to evolve and improve as they ingest more data, automating routine tasks and revealing hidden relationships that would be impossible for humans to detect unaided. Big Data Analytics and Artificial Intelligence brings together foundational theories, practical methodologies, and real-world examples. This book outlines the core principles of data management, from distributed storage systems to scalable processing frameworks. It then leads into machine learning paradigms, covering supervised, unsupervised, and reinforcement learning, before exploring specialized applications such as natural language understanding, image recognition, and anomaly detection. Case studies drawn from finance, healthcare, e-commerce, and public policy demonstrate how organizations of all sizes can translate raw data into strategic assets. By interweaving theoretical explanations with code snippets and visualizations, this work aims to equip readers with both conceptual clarity and practical skills. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Bestandsnummer des Verkäufers 9789362240378
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