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Think Bayes : Bayesian statistics in Python

Allen B. Downey

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مشخصات کتاب

نویسنده
Allen B. Downey
سال انتشار
۲۰۲۱
فرمت
EPUB
زبان
انگلیسی
حجم فایل
۱٫۲ مگابایت
شابک
9781492089438، 9781492089469، 1492089435، 149208946X

دربارهٔ کتاب

If you know how to program, you're ready to tackle Bayesian statistics. With this book, you'll learn how to solve statistical problems with Python code instead of mathematical formulas, using discrete probability distributions rather than continuous mathematics. Once you get the math out of the way, the Bayesian fundamentals will become clearer and you'll begin to apply these techniques to real-world problems. Bayesian statistical methods are becoming more common and more important, but there aren't many resources available to help beginners. Based on undergraduate classes taught by author Allen B. Downey, this book's computational approach helps you get a solid start. • Use your programming skills to learn and understand Bayesian statistics • Work with problems involving estimation, prediction, decision analysis, evidence, and Bayesian hypothesis testing • Get started with simple examples, using coins, dice, and a bowl of cookies • Learn computational methods for solving real-world problems If You Know How To Program With Python, Youâ??re Ready To Tackle Bayesian Statistics. With This Book, You'll Learn How To Solve Statistical Problems With Python Code Instead Of Mathematical Formulas, Using Discrete Probability Distributions Instead Of Continuous Mathematics. Once You Get The Math Out Of The Way, The Bayesian Fundamentals Will Become Clearer, And Youâ??ll Begin To Apply These Techniques To Real-world Problems. Bayesian Statistical Methods Are Becoming More Common And More Important, But Not Many Resources Are Available To Help Beginners. Based On Undergraduate Classes Taught By Author Allen Downey, This Bookâ??s Computational Approach Helps You Get A Solid Start. Use Your Existing Programming Skills To Learn And Understand Bayesian Statistics Work With Problems Involving Estimation, Prediction, Decision Analysis, Evidence, And Hypothesis Testing Get Started With Simple Examples, Using Coins, Dice, And A Bowl Of Cookies Learn Computational Methods For Solving Real-world Problems "If you know how to program, you're ready to tackle Bayesian statistics. With this book, you'll learn how to solve statistical problems with Python code instead of mathematical formulas, using discrete probability distributions rather than continuous mathematics. Once you get the math out of the way, the Bayesian fundamentals will become clearer and you'll begin to apply these techniques to real-world problems. Bayesian statistical methods are becoming more common and more important, but there aren't many resources available to help beginners. Based on undergraduate classes taught by author Allen B. Downey, this book's computational approach helps you get a solid start." -- Page 4 de la couverture Printing History September, 2013: First Edition 2013-09-10: First release 2014-02-10: Second release 2014-08-22: Third release 2016-06-03: Fourth release

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۴۹٬۰۰۰ تومان