{"product_id":"bayesian-inference-with-python-for-beginners-an-introductory-hands-on-guide-to-probabilistic-modeling-and-statistical-reasoning-using-pymc-and-numpy-9798245686615","title":"Bayesian Inference with Python for Beginners: An Introductory, Hands-On Guide to Probabilistic Modeling and Statistical Reasoning Using PyMC and NumPy","description":"\u003cp\u003e • Author(s): Lucas Harding\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eUncertainty is everywhere-data is noisy, samples are incomplete, and decisions are rarely black and white.\u003cbr\u003e\u003cb\u003eBayesian inference offers a powerful way to reason clearly in uncertain situations\u003c\/b\u003e, and Python makes it accessible to anyone willing to learn.\u003c\/p\u003e\u003cp\u003eThis beginner-friendly guide introduces Bayesian inference from the ground up, assuming no prior background in statistics or probabilistic modeling. Using clear explanations, step-by-step calculations, and carefully written Python examples, you will learn how Bayesian thinking works and how to apply it in practice using \u003cb\u003eNumPy and PyMC\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eUnlike theory-heavy texts, this book focuses on \u003cb\u003eunderstanding first, coding second\u003c\/b\u003e, ensuring you know not just \u003ci\u003ehow\u003c\/i\u003e to run models, but \u003ci\u003ewhy\u003c\/i\u003e they work and how to interpret the results correctly.\u003c\/p\u003e\u003cp\u003eInside this book, you will learn how to: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eUnderstand probability as a measure of belief\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApply Bayes' theorem using both math and Python\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eWork with common probability distributions\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild and run simple Bayesian models in PyMC\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003ePerform parameter estimation and basic regression\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eInterpret posterior distributions and uncertainty correctly\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eAvoid common beginner mistakes in Bayesian statistics\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eEvery concept is reinforced with \u003cb\u003eworked numerical examples, clean Python code, and visual explanations\u003c\/b\u003e, making this book ideal for students, programmers, analysts, and curious learners.\u003c\/p\u003e\u003cp\u003eIf you want a \u003cb\u003eclear, structured, and beginner-safe introduction\u003c\/b\u003e to Bayesian inference using modern Python tools, this book will guide you step by step-from your first probability calculation to your first Bayesian model.\u003c\/p\u003e\u003cp\u003eScroll up and get your copy today.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47570992791703,"sku":"9798245686615","price":1163.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798245686615.webp?v=1774885654","url":"https:\/\/atlanticbooks.com\/products\/bayesian-inference-with-python-for-beginners-an-introductory-hands-on-guide-to-probabilistic-modeling-and-statistical-reasoning-using-pymc-and-numpy-9798245686615","provider":"Atlantic Books","version":"1.0","type":"link"}