Python贝叶斯分析(第2版): Chinese Edition
- ISBN-10
- 1835465102
- ISBN-13
- 9781835465103
- Category
- Computers
- Pages
- 301
- Language
- English
- Published
- 2024-02-27
- Publisher
- Packt Publishing Ltd
- Authors
- Osvaldo Martin, Posts & Telecom Press
Description
PyMC3和ArviZ的核心开发者教你用Python实现统计建模和概率编程 Key Features 来自核心开发者的经验总结 经典好书,全彩升级 图文并茂,通俗易懂 Book Description本书是一本概率编程的入门书。本书使用概率编程库 PyMC3以及可视化库 ArviZ对贝叶斯统计分析的相关知识进行讲解,包括概率思维、概率编程、线性回归建模、广义线性模型、模型比较、混合模型、高斯过程以及推断引擎等知识。全书图文并茂,通俗易懂,适合具备一定 Python基础的读者学习使用。学完本书,读者可以利用概率思维建立贝叶斯模型并解决自己的数据分析问题。What you will learn 掌握高斯分布、组间比较、分层模型、泊松回归、鲁棒逻辑回归、GLM模型、后验预测检查、信息准则、WAIC、有限混合模型、非有限混合模型、Cox过程、推断引擎等内容 可以利用概率思维建立贝叶斯模型并解决自己的数据分析问题 Who this book is for 这是一本概率编程的入门书,读者不需要掌握复杂的统计学知识,只要具备一定的Python 基础即可。 无论是数据科学的新手,还是有经验的专业人士,都可以从本书学到贝叶斯分析的方法,并运用Python实现。
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