H2O.ai Driverless AI Essentials (eBook, ePUB)
The Complete Guide for Developers and Engineers
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"H2O.ai Driverless AI Essentials" "H2O.ai Driverless AI Essentials" offers a comprehensive and authoritative guide to the cutting-edge platform powering automated machine learning at scale. With a deep exploration of Driverless AI's vision, architecture, and position within today's AI/ML landscape, this book meticulously demystifies the core components and workflows that support seamless data science automation. Readers gain foundational understanding of data types, pipeline orchestration, system scalability, and advanced configuration-equipping practitioners to harness the platform's full pot...
"H2O.ai Driverless AI Essentials" "H2O.ai Driverless AI Essentials" offers a comprehensive and authoritative guide to the cutting-edge platform powering automated machine learning at scale. With a deep exploration of Driverless AI's vision, architecture, and position within today's AI/ML landscape, this book meticulously demystifies the core components and workflows that support seamless data science automation. Readers gain foundational understanding of data types, pipeline orchestration, system scalability, and advanced configuration-equipping practitioners to harness the platform's full potential across diverse infrastructural environments. Beyond architecture, the book navigates the end-to-end automation of the data science lifecycle. It delves into sophisticated techniques for data ingestion, profiling, anomaly detection, and transformation, while emphasizing the crucial pillars of data governance, security, and lineage. From evolutionary algorithms for feature engineering to advanced model selection, ensemble strategies, and hyperparameter optimization, the text elucidates how Driverless AI automates robust model development at enterprise scale. Crucially, it also addresses interpretability tools, fairness and bias mitigation, regulatory compliance, and actionable feature insights that are essential for transparent and responsible AI deployment. Culminating in real-world operationalization, "H2O.ai Driverless AI Essentials" guides readers through the intricacies of deployment, integration, workflow automation, and scaling production systems-including advanced topics in monitoring, CI/CD, high availability, and multi-tenancy. Practical sections on security, compliance, resource management, and cost optimization ensure enterprises can adopt Driverless AI with confidence. Peppered with best practices, detailed case studies, and forward-looking strategies, this essential resource enables data scientists, MLOps professionals, and technology leaders to elevate their AI initiatives with efficiency, transparency, and enterprise-grade reliability.
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