{"product_id":"machine-learning-mastery-with-r-from-linear-models-to-deep-learning-9798269975467","title":"Machine Learning Mastery with R: From Linear Models to Deep Learning","description":"\u003cp\u003e • Author(s): Veythorne Comfort\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Statistics\u003c\/p\u003e\u003cp\u003e\u003ci\u003eMachine Learning Mastery with R: From Linear Models to Deep Learning\u003c\/i\u003e is a comprehensive, practice-oriented exploration of modern data science through the power of R. Designed for students, professionals, and researchers, this book bridges classical statistical thinking with the frontiers of artificial intelligence. It guides readers through every stage of the machine learning journey from data preprocessing and feature engineering to model optimization, deep learning, and ethical deployment.\u003cbr\u003eUnlike many technical manuals that focus solely on algorithms, this book emphasizes conceptual clarity, interpretability, and responsible application. Each chapter integrates theory with practical implementation, using R's diverse ecosystem of packages such as \u003cb\u003etidymodels\u003c\/b\u003e, \u003cb\u003ecaret\u003c\/b\u003e, \u003cb\u003emlr3\u003c\/b\u003e, \u003cb\u003ekeras\u003c\/b\u003e, \u003cb\u003etorch\u003c\/b\u003e, and \u003cb\u003eDALEX\u003c\/b\u003e.\u003cbr\u003eThe author demonstrates how R's open-source nature fosters transparency, collaboration, and innovation in machine learning. Readers learn not only \u003ci\u003ehow\u003c\/i\u003e to build models but \u003ci\u003ewhy\u003c\/i\u003e those models behave as they do developing both technical fluency and critical thinking.\u003cbr\u003eTopics such as data bias, privacy, fairness, reproducibility, and explainable AI are woven throughout the text, ensuring that learners gain a complete understanding of the ethical and practical implications of machine learning. Whether working on academic research, industrial applications, or AI-driven startups, readers will find this book to be a definitive resource for mastering intelligent systems in R.\u003cbr\u003eBy the final chapter, readers emerge with a deep appreciation for R's versatility capable of building interpretable models, scalable pipelines, and powerful neural networks all within a reproducible and ethically grounded framework.\u003cbr\u003eThis book is not merely a technical reference; it is a roadmap for responsible mastery, empowering data scientists to create models that are both intelligent and humane.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46331972714647,"sku":"9798269975467","price":1836.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798269975467.webp?v=1768724853","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-mastery-with-r-from-linear-models-to-deep-learning-9798269975467","provider":"Atlantic Books","version":"1.0","type":"link"}