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Category: "Machine Learning"

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  1. AI 게이트웨이 플레이북 (한국어판)
    AI 게이트웨이 플레이북 (한국어판)
    인증·쿼터·비용 통제·MCP를 갖춘 프로덕션 LLM 게이트웨이 구축
    Sanghyeok Y

    사내 LLM 게이트웨이를 설계하고 운영하는 실무서입니다. 키리스 인증과 6단계 RBAC, 토큰 쿼터·예산과 비용 통제, 엔터프라이즈 규모 MCP, 운영 런북까지 다룹니다. 영문판 The AI Gateway Playbook의 한국어판(PDF 75쪽)입니다.

  2. The AI Gateway Playbook
    The AI Gateway Playbook
    Building a Production LLM Gateway with Auth, Quotas, Cost Control, and MCP
    Sanghyeok Y

    A practitioner's playbook for building an in-house LLM gateway: keyless auth, six-tier RBAC, quotas and budgets, per-token cost control, MCP at enterprise scale, and the operations to run it all. About 32,000 words with diagrams, configs, and checklists.

  3. The Computational Pendulum: From Classical Mechanics to Neural Networks

    The ultimate bridge from high school AP Physics to modern AI. Start with the familiar physics you know, translate it into Python, and use it as a launchpad to build advanced Machine Learning models and neural networks. Includes 100% solved exercises and click-to-run Google Colab labs.

  4. Data Voyage
    Data Voyage
    Building Real AI Systems from Data to Deployment
    Irfan Ali

    Build one real AI system end to end, from raw job postings to a deployed, tested API, and learn production AI engineering on the way. 24 chapters, runnable code, and numbers you can reproduce.

  5. 厨房里的具身智能
    厨房里的具身智能
    机器人如何从学徒成长为厨师
    kejia shao

    机器人真正学会做饭,不是因为工程师写完了每一步,而是因为它能从身体经验、失败与恢复中形成自己的手艺。

  6. 无损智能
    无损智能
    大模型如何压缩世界,又如何重建世界
    kejia shao

    为什么参数不大的模型,把信息放对地方就能反超更大的模型?本书以"压缩"为主线,把大模型的表示、泛化、推理、RAG 与智能体统一成一道信息管理题:什么该压、什么不能丢、什么该外置、放在哪里、何时取回。18 章、190 张原创图解,从熵一路讲到世界模型。

  7. Inside the Machine
    Inside the Machine
    How Computers Really Work—from Bits and Logic to CPUs, Memory & Operating Systems
    Mohammad Kamrul Hassan

    What really happens inside your computer?A click seems simple.A program opens.A file loads.A webpage appears.But underneath that simple experience, billions of electronic components and thousands of layers of software are working together.Inside the Machine takes you beneath the interface—from bits and logic gates to CPUs, memory, storage, operating systems, and applications.Discover how information becomes computation, how processors execute instructions, how memory and caches keep data moving, how operating systems manage the machine, and how a computer goes from power-on to a running application.Stop seeing the computer as a black box. Start seeing the machine.

  8. How Transformers Actually Work
    How Transformers Actually Work
    From First Principles to Production Inference
    Steve Publications

    Go beyond calling transformer libraries and learn what actually happens under the hood. Starting from first principles, this book builds transformers from scratch with NumPy and PyTorch, then takes you through training, optimization and production inference. Along the way, you’ll work through the math, code and practical techniques behind modern transformer systems.

  9. Data for Smarter AI: the intelligence is in the data

    The intelligence is in the data. Learn to build AI systems that answer with grounded confidence, not fluent invention — through vector databases, RAG, and semantic search, from first principles to production-ready blueprints.

  10. Writing GPU Kernels with CUDA Rust
    Writing GPU Kernels with CUDA Rust
    A Practical Guide to High-Performance GPU Computing from Rust
    Steve Publications

    Unlock NVIDIA GPU performance from Rust. This practical guide takes you from GPU architecture and memory hierarchies to writing and optimizing real CUDA Rust kernels. Explore both official Rust CUDA approaches with runnable examples and learn how to build fast, production-ready GPU code without giving up Rust’s safety and clarity.

  11. Apache Airflow Cookbook
    Apache Airflow Cookbook
    Handy solutions to build, containerize and troubleshoot production ETL, ELT, MLOps and AIOps pipelines
    GitforGits | Asian Publishing House

    We'll be working on a platform made up of seventy-nine recipes together. It starts off as a simple task, printing a line, but by the last chapter it covers extraction, warehousing, containers, machine learning and incident response. You can't just throw away examples in your work, and you shouldn't be doing that in your examples either. You don't need to be an Airflow expert to get started. What you're really learning here isn't a tool. It's all about making sure work is repeatable, observable and safe to rerun.

  12. Distilling Intelligence
    Distilling Intelligence
    Industrial-Scale AI Model Distillation and API Security
    Steve Publications

    AI models do not have to be huge, slow or expensive. Distilling Intelligence explores how to build smaller models that perform at scale, then secure the APIs that serve them. From compression and distributed serving to extraction attacks, observability and incident response, this book covers what it takes to run AI reliably in the real world.

  13. Detección de fraude en retail con Machine Learning
    Detección de fraude en retail con Machine Learning
    Una guía práctica desde SQL y la construcción de variables hasta modelos predictivos y evidencia operacional
    Horacio Zilleruelo

    Aprende a combinar SQL, Python, estadística y Machine Learning para priorizar posibles fraudes en retail. Un enfoque práctico, técnico y aplicado, con ejemplos, visualizaciones y códigos de apoyo.

  14. Machine Learning with TensorFlow.js
    Machine Learning with TensorFlow.js
    From Fundamentals to Production in JavaScript and TypeScript
    Steve Publications

    Build real machine learning applications with TensorFlow.js, from your first model to production-ready systems. Learn how to train and deploy models in the browser and Node.js, tackle real-world challenges and explore modern techniques with practical JavaScript and TypeScript examples you can run and adapt.

  15. Toyota Production System Concepts
    Toyota Production System Concepts
    Understanding OEE in Lean Production
    Mohammed Hamed Ahmed Soliman

    This practical guide explains how to calculate, interpret, and improve OEE using real-world examples, enabling engineers, supervisors, and Lean practitioners to increase productivity, reduce downtime, and achieve world-class manufacturing performance.