{"product_id":"ml-with-python-data-driven-solutions-for-all-industries-create-ml-models-using-pythons-scikit-learn-and-pandas-9798264360251","title":"ML with Python Data-Driven Solutions for All Industries: Create ML models using Python's Scikit-learn and Pandas","description":"\u003cp\u003e • Author(s): Isandro Myles\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eHarness the power of Python to unlock data-driven insights across industries.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eML with Python\u003c\/b\u003e is your ultimate guide to building \u003cb\u003emachine learning models\u003c\/b\u003e that solve real-world problems in business, healthcare, finance, marketing, and beyond. Using \u003cb\u003ePython's Scikit-learn and Pandas\u003c\/b\u003e, this book equips you with the skills to clean, analyze, and model data efficiently while delivering actionable insights.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you'll learn how to: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eUnderstand the Python ML ecosystem\u003c\/b\u003e: work with Pandas for data manipulation, Matplotlib\/Seaborn for visualization, and Scikit-learn for machine learning.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild \u003cb\u003esupervised learning models\u003c\/b\u003e for regression and classification tasks to predict outcomes and optimize decision-making.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply \u003cb\u003eunsupervised learning techniques\u003c\/b\u003e like clustering and dimensionality reduction to discover hidden patterns in datasets.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eUtilize \u003cb\u003edata preprocessing techniques\u003c\/b\u003e: handle missing values, scale features, encode categorical data, and prepare datasets for modeling.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eEvaluate models using \u003cb\u003eaccuracy, precision, recall, F1-score, and ROC-AUC metrics\u003c\/b\u003e for performance assessment.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImplement \u003cb\u003efeature selection and engineering\u003c\/b\u003e to improve model efficiency and predictive power.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eExplore \u003cb\u003ereal-world projects\u003c\/b\u003e in marketing analytics, fraud detection, sales forecasting, and healthcare data.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMaster \u003cb\u003ecross-validation and hyperparameter tuning\u003c\/b\u003e for robust, reliable models.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAutomate workflows and \u003cb\u003ebuild reproducible pipelines\u003c\/b\u003e for data-driven decision-making.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDeploy machine learning solutions that \u003cb\u003edrive measurable results across industries\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003ePacked with \u003cb\u003ehands-on tutorials\u003c\/b\u003e, \u003cb\u003estep-by-step examples\u003c\/b\u003e, and \u003cb\u003epractical exercises\u003c\/b\u003e, this book is perfect for beginners and professionals looking to leverage Python for machine learning in any sector.\u003c\/p\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eAspiring data scientists and analysts\u003c\/b\u003e seeking practical Python ML skills\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBusiness professionals\u003c\/b\u003e wanting to apply machine learning to real-world problems\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eStudents and researchers\u003c\/b\u003e exploring data-driven solutions across industries\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003ePython developers\u003c\/b\u003e looking to transition into machine learning and AI\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eTransform data into actionable insights, solve complex problems, and deliver impactful ML solutions using Python.\u003c\/b\u003e\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46332986392727,"sku":"9798264360251","price":1654.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798264360251.webp?v=1767715550","url":"https:\/\/atlanticbooks.com\/products\/ml-with-python-data-driven-solutions-for-all-industries-create-ml-models-using-pythons-scikit-learn-and-pandas-9798264360251","provider":"Atlantic Books","version":"1.0","type":"link"}