{"product_id":"private-ai-with-spark-ryein-twardo-9789349174160","title":"Private AI with Spark: Design, package, and operate private AI locally using Apache Spark, batch pipelines, and vLLM acceleration","description":"\u003cp\u003eFor those who want to build controlled, reproducible AI systems entirely within your own infrastructure, this book is the most practical and implementation-focused trainer. Instead of relying on external APIs or cloud-hosted intelligence services, this book clearly demonstrates how Apache Spark can orchestrate data preparation, model training, batch inference, reporting, and LLM acceleration in a disciplined and transparent way.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eAs the book opens, it swiftly defines private AI, making it clear that external AI calls are not allowed, full ownership of datasets and model assets is imperative, and repeatable runs with traceable outputs are essential. I will use a realistic sample to show you how to build an end-to-end workflow that ingests raw data, normalizes it into a stable schema, trains a baseline classifier, extracts keywords, generates summaries, and produces structured reports. There's no doubt that each step is implemented with clarity and attention to maintainability. You can be sure that logging, manifests, and monitoring are embedded from the start. We implement classic machine learning techniques, vLLM, performance measurement, batch processing patterns, quarantine handling, and structured metrics to make private AI more usable and compete with cloud-based AI.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eBeyond experimentation, the book transitions seamlessly into packaging and routine execution. It will teach you to bundle multiple stages into a single command workflow, schedule daily or weekly runs, generate compact run reports, and adapt the architecture to new datasets without redesigning the system. It does not promise instant transformation or one-click AI solutions. Instead, it provides a structured path to building a sustainable private AI backbone using Spark as the orchestration layer.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eKey Learnings\u003cp\u003eNo external AI calls and full control over data, models, and repeatable runs.\u003c\/p\u003e\u003cp\u003eStable canonical schema with downstream ML and reusable reporting.\u003c\/p\u003e\u003cp\u003eInfuse Classic ML with Spark without introducing LLM complexity.\u003c\/p\u003e\u003cp\u003eCarry out extractive summaries without hallucination risk.\u003c\/p\u003e\u003cp\u003eComplete traceability through manifests, prompt versions, and run logs.\u003c\/p\u003e\u003cp\u003eImplement data and batch flow, along with fast inference using vLLM.\u003c\/p\u003e\u003cp\u003eExtract inspectable data and surface out the hidden errors using quarantine tables.\u003c\/p\u003e\u003cp\u003eMeasure and store performance for every run with stakeholder reporting.\u003c\/p\u003e\u003cp\u003eDesign single-command pipeline with clear configs to build repeatable AI.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eTable of Content\u003cp\u003eUp and Running with Private AI\u003c\/p\u003e\u003cp\u003eData Workflows using Spark DataFrames\u003c\/p\u003e\u003cp\u003ePowerful NLP without LLM\u003c\/p\u003e\u003cp\u003eBatch Inference and Practical Outputs\u003c\/p\u003e\u003cp\u003eSmart Summaries\u003c\/p\u003e\u003cp\u003eBoosting with vLLM Integration\u003c\/p\u003e\u003cp\u003ePackaging Private AI\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ryein Twardo\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9349174162\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789349174160\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Gitforgits\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/20\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 164\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.65lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.35d","brand":"Ryein Twardo","offers":[{"title":"Paperback","offer_id":48874586374399,"sku":"9789349174160","price":69.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/private-ai-with-spark-ryein-twardo-9789349174160","provider":"WR Book House","version":"1.0","type":"link"}