{"product_id":"practical-machine-learning-projects-with-peter-a-milo-9798258629869","title":"Practical Machine Learning Projects with Python: Build, Train, and Deploy Real-World Models Using Scikit-Learn and Modern Data Science Workflows","description":"\u003cp\u003e\u003cb\u003eBuild real-world machine learning systems not just models.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003ci\u003ePractical Machine Learning Projects with Python\u003c\/i\u003e is a hands-on, project-driven guide designed to take you from theory to deployment. Instead of abstract concepts, you'll build complete ML solutions from data preprocessing and feature engineering to model training, evaluation, API deployment, and production monitoring.\u003c\/p\u003e\u003cp\u003eInside, you'll learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eBuild and optimize regression and classification models using Scikit-Learn\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTackle real-world problems like churn prediction, fraud detection, and credit risk\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eStructure end-to-end ML workflows used in industry\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDeploy models as APIs and monitor them in production\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAvoid common pitfalls like data leakage, overfitting, and poor evaluation\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThis book is built for beginners to intermediate practitioners who want \u003cb\u003epractical, job-ready skills \u003c\/b\u003enot just theory.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhy choose this book?\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eProject-based learning with real datasets and business context\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eClear, step-by-step Python implementations\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eCovers the full lifecycle: from idea → model → deployment → maintenance\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDesigned to help you build a strong portfolio and real-world confidence\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIf you're ready to stop watching tutorials and start building production-ready machine learning system.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Peter A. Milo\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798258629869\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/23\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 356\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.05lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.74d","brand":"Peter A. Milo","offers":[{"title":"Paperback","offer_id":48997619302655,"sku":"9798258629869","price":28.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/practical-machine-learning-projects-with-peter-a-milo-9798258629869","provider":"WR Book House","version":"1.0","type":"link"}