{"product_id":"build-a-machine-learning-platform-from-scratch-book-benjamin-hao-9781633437333","title":"Build a Machine Learning Platform (From Scratch)","description":"\u003cp\u003eMachine learning models look great in notebooks, then collapse in production. Ready to build an ML platform that actually delivers? Here’s a step-by-step, project-driven guide to building an MLOps-ready platform from scratch. \u003c\/p\u003e \u003cp\u003eInside you’ll find: \u003c\/p\u003e \u003cul\u003e\u003cli\u003e\n\u003cstrong\u003eStep-by-step ML pipeline assembly\u003c\/strong\u003e: A true “from-scratch” playbook that assembles an end-to-end MLOps stack. \u003c\/li\u003e\u003c\/ul\u003e \u003cul\u003e\u003cli\u003e\n\u003cstrong\u003eDeploy machine learning models to production\u003c\/strong\u003e: Combine Kubeflow, MLflow, BentoML, Feast, and Evidently without vendor lock-in. \u003c\/li\u003e\u003c\/ul\u003e \u003cul\u003e\u003cli\u003e\n\u003cstrong\u003eBuild end-to-end data pipelines\u003c\/strong\u003e: Move seamlessly from raw data to monitored, live predictions. \u003c\/li\u003e\u003c\/ul\u003e \u003cul\u003e\u003cli\u003e\n\u003cstrong\u003eRobust deployment patterns\u003c\/strong\u003e: Serve fast, scalable models that stay responsive under real traffic. \u003c\/li\u003e\u003c\/ul\u003e \u003cul\u003e\u003cli\u003e\n\u003cstrong\u003eEffective monitoring and explainability\u003c\/strong\u003e: Detect drift early and keep stakeholders confident. \u003c\/li\u003e\u003c\/ul\u003e \u003cp\u003e\u003cem\u003eBuild a Machine Learning Platform (From Scratch) \u003c\/em\u003eby Benjamin Tan Wei Hao, Shanoop Padmanabhan, and Varun Mallya delivers a practical field guide in print and eBook formats. Three veteran engineers lead you through every layer of modern MLOps. \u003c\/p\u003e \u003cp\u003eThe chapters construct two reference systems, an image classifier and a recommendation engine, while teaching orchestration, training, serving, and monitoring techniques. The actionable items for each concept include sample code, architecture diagrams, and checklists. \u003c\/p\u003e \u003cp\u003eBy the end of this book, you will end up with a reusable blueprint that slashes deployment time, reduces firefighting, and thrives with team growth. You will start shipping platforms that thrive. \u003c\/p\u003e \u003cp\u003eIdeal for Python-savvy data scientists and software engineers eager to master production-quality machine learning.\u003c\/p\u003e","brand":"WoB","offers":[{"title":"GB \/ NEW \/ GARDNERS","offer_id":52941331038481,"sku":"NGR9781633437333","price":41.49,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":53143470702865,"sku":"NIN9781633437333","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9781633437333.jpg?v=1789814097","url":"https:\/\/www.worldofbooks.com\/en-gb\/products\/build-a-machine-learning-platform-from-scratch-book-benjamin-hao-9781633437333","provider":"World of Books ","version":"1.0","type":"link"}