Data Modeling and Regression Analysis in Business

所在平台: CourseraArchive

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大学或机构: CourseraNew

课程主页: https://www.coursera.org/archive/data-modeling-regression-analysis-business

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课程大纲

Module 0 Get Ready & Module 1 Introduction to Analytics and Evolution of Statistical Inference
Module 2 Dating with Data!
Module 3 Model Development and Testing with Holdout Data
Module 4 Curse of Dimensionality

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课程详情

The course will begin with what is familiar to many business managers and those who have taken the first two courses in this specialization. The first set of tools will explore data description, statistical inference, and regression. We will extend these concepts to other statistical methods used for prediction when the response variable is categorical such as win-don’t win an auction. In the next segment, students will learn about tools used for identifying important features in the dataset that can either reduce the complexity or help identify important features of the data or further help explain behavior. 

业务中的数据建模和回归分析:本课程将从许多业务经理以及参加过该专业的前两门课程的人员熟悉的内容开始。第一组工具将探索数据描述,统计推断和回归。当响应变量属于分类(例如,双赢)时,我们会将这些概念扩展到用于预测的其他统计方法。在下一部分中,学生将学习用于识别数据集中重要特征的工具,这些工具可以降低复杂性或帮助识别数据的重要特征或进一步帮助解释行为。

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