{"product_id":"probabilistic-statistical-learning-how-ravindra-kumar-nayak-9798246806081","title":"Probabilistic \u0026 Statistical Learning How Machines Think When They Are Not Sure: A first-principles, dialogue-driven guide for all ages","description":"\u003cp\u003e\u003cb\u003eProbabilistic \u0026amp; Statistical Learning\u003c\/b\u003e is not a book about formulas.\u003cbr\u003eIt is a book about \u003cb\u003ethinking clearly when certainty is impossible\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eIn the real world, data is noisy, evidence is incomplete, and answers are rarely final. This book teaches how machine learning - and human reasoning - deal with uncertainty honestly.\u003c\/p\u003e\u003cp\u003eThrough simple language, everyday examples, and dialogue-driven explanations, readers learn: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eWhy uncertainty is unavoidable\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow probability turns doubt into structured reasoning\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow machines estimate truth from imperfect data\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWhy Bayesian thinking is about updating beliefs, not replacing them\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHow decisions should be made when risk and consequence matter\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWritten from first principles and designed for \u003cb\u003eall age groups\u003c\/b\u003e, this book avoids unnecessary mathematics while preserving conceptual rigor.\u003c\/p\u003e\u003cp\u003eThis is a guide for readers who want to understand \u003ci\u003ewhy\u003c\/i\u003e models behave the way they do - not just how to use them.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ravindra Kumar Nayak\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798246806081\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/03\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 112\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.61lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 0.23d","brand":"Ravindra Kumar Nayak","offers":[{"title":"Paperback","offer_id":48997434556671,"sku":"9798246806081","price":20.26,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/probabilistic-statistical-learning-how-ravindra-kumar-nayak-9798246806081","provider":"WR Book House","version":"1.0","type":"link"}