{"product_id":"build-a-machine-learning-platform-from-scratch","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 data-leveltext=\"•\" data-font=\"Aptos\" data-listid=\"6\" data-list-defn-props='{\"335551671\":0,\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Aptos\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"•\",\"469777815\":\"hybridMultilevel\"}' data-aria-posinset=\"0\" data-aria-level=\"1\"\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 data-leveltext=\"•\" data-font=\"Aptos\" data-listid=\"6\" data-list-defn-props='{\"335551671\":0,\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Aptos\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"•\",\"469777815\":\"hybridMultilevel\"}' data-aria-posinset=\"1\" data-aria-level=\"1\"\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 data-leveltext=\"•\" data-font=\"Aptos\" data-listid=\"6\" data-list-defn-props='{\"335551671\":0,\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Aptos\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"•\",\"469777815\":\"hybridMultilevel\"}' data-aria-posinset=\"2\" data-aria-level=\"1\"\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 data-leveltext=\"•\" data-font=\"Aptos\" data-listid=\"6\" data-list-defn-props='{\"335551671\":0,\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Aptos\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"•\",\"469777815\":\"hybridMultilevel\"}' data-aria-posinset=\"3\" data-aria-level=\"1\"\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 data-leveltext=\"•\" data-font=\"Aptos\" data-listid=\"6\" data-list-defn-props='{\"335551671\":0,\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Aptos\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"•\",\"469777815\":\"hybridMultilevel\"}' data-aria-posinset=\"4\" data-aria-level=\"1\"\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":"Gardners","offers":[{"title":"Default Title","offer_id":57484323324277,"sku":"9781633437333","price":45.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0612\/7193\/3106\/files\/9781633437333.jpg?v=1786266382","url":"https:\/\/backstory.london\/products\/build-a-machine-learning-platform-from-scratch","provider":"Backstory","version":"1.0","type":"link"}