Introduction to Computational Statistics for Data Scientists Specialization

所在平台: Coursera专项课程

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大学或机构: CourseraNew

课程主页: https://www.coursera.org/specializations/compstats

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课程简介

课程名称:数据科学家的计算统计入门专业化 课程概述:该专业化旨在为有志或新入行的数据科学家介绍计算统计。课程内容涵盖以下主题:贝叶斯推断、Python编程、马尔可夫链蒙特卡罗方法(MCMC)、PyMC3、Scipy、数据可视化、统计学、机器学习工具Scikit-Learn和蒙特卡罗方法等。 课程大纲: 1. 贝叶斯统计入门: - 目标是向学习者介绍计算统计的基本概念。 2. 利用MCMC进行贝叶斯推断: - 聚焦于如何运用马尔可夫链蒙特卡罗方法进行贝叶斯建模及推断。 3. PyMC3简介: - 教授如何使用PyMC3进行贝叶斯建模和推断,让学员从基础开始逐步深入了解PyMC3的应用。 课程链接: - [数据科学家的计算统计入门](https://www.coursera.org/learn/compstatsintro) - [贝叶斯统计入门](https://www.coursera.org/learn/bayesian-statistics) - [利用MCMC进行贝叶斯推断](https://www.coursera.org/learn/mcmc) - [PyMC3简介](https://www.coursera.org/learn/introduction-to-pymc3) 学员们可免费注册参加此系列课程。

课程大纲

Course Link: https://www.coursera.org/learn/compstatsintro

Name:Introduction to Bayesian Statistics

Description:Offered by Databricks. The objective of this course is to introduce Computational Statistics to aspiring or new data scientists. The ... Enroll for free.

Course Link: https://www.coursera.org/learn/mcmc

Name:Bayesian Inference with MCMC

Description:Offered by Databricks. The objective of this course is to introduce Markov Chain Monte Carlo Methods for Bayesian modeling and inference, ... Enroll for free.

Course Link: https://www.coursera.org/learn/introduction-to-pymc3

Name:Introduction to PyMC3 for Bayesian Modeling and Inference

Description:Offered by Databricks. The objective of this course is to introduce PyMC3 for Bayesian Modeling and Inference, The attendees will start off ... Enroll for free.

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Bayesian InferencePython ProgrammingMCMCPyMC3ScipyvisualizationStatisticsBayesianScikit-LearnMonte Carlo Method

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