{"product_id":"ai-scalability-handling-big-data-for-intelligent-insights-learn-to-scale-ai-systems-for-large-scale-data-processing-9798262024988","title":"AI Scalability Handling Big Data for Intelligent Insights: Learn to scale AI systems for large-scale data processing","description":"\u003cp\u003e • Author(s): Corwin Halesworth\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Intelligence (AI) \u0026amp; Semantics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eYour models are only as powerful as your ability to scale them.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eIn \u003cb\u003eAI Scalability: Handling Big Data for Intelligent Insights\u003c\/b\u003e, you'll learn how to design end-to-end AI systems that stay fast, reliable, and cost-efficient-even as data volumes soar and user demand spikes. From petabyte-scale pipelines to low-latency inference, this practical guide shows you how to turn big data into real-time intelligence.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you'll discover how to: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eArchitect data pipelines for scale\u003c\/b\u003e: batch + streaming (ETL\/ELT), partitioning, sharding, caching, and lakehouse patterns.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild \u003cb\u003edistributed training\u003c\/b\u003e with data\/model\/ pipeline parallelism (Spark, Ray, Dask) and efficient checkpointing.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eOptimize \u003cb\u003efeature engineering at scale\u003c\/b\u003e with feature stores, vector search, and online\/offline consistency.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eShip \u003cb\u003ehigh-throughput inference\u003c\/b\u003e using autoscaling microservices, asynchronous queues, and edge + cloud hybrids.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eCut latency with \u003cb\u003emodel optimization\u003c\/b\u003e: quantization, pruning, mixed precision, distillation, and hardware acceleration (GPU\/TPU).\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eProductionize with \u003cb\u003eMLOps at scale\u003c\/b\u003e: CI\/CD for models, experiment tracking, lineage, reproducibility, and rollouts (canary\/blue-green).\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eObserve and govern\u003c\/b\u003e: monitoring, drift\/outlier detection, data quality checks, cost controls, and compliance-ready governance.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBalance \u003cb\u003eperformance vs. spend\u003c\/b\u003e with intelligent autoscaling, right-sizing, and workload-aware architectures.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eFilled with \u003cb\u003efield-tested patterns, sizing formulas, and checklists\u003c\/b\u003e, this book equips data scientists, ML engineers, and platform teams to deliver AI that performs under real-world pressure-today and at tomorrow's scale.\u003c\/p\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eML\/AI engineers building large-scale training and inference systems\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eData engineers designing high-volume pipelines and lakehouse platforms\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMLOps\/platform teams responsible for reliability, cost, and compliance\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTechnical leaders turning big data into fast, trustworthy decisions\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eScale isn't a luxury-it's the difference between a demo and a durable product.\u003c\/b\u003e\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46333430464663,"sku":"9798262024988","price":1654.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798262024988.webp?v=1767715616","url":"https:\/\/atlanticbooks.com\/products\/ai-scalability-handling-big-data-for-intelligent-insights-learn-to-scale-ai-systems-for-large-scale-data-processing-9798262024988","provider":"Atlantic Books","version":"1.0","type":"link"}