Chevron Left
返回到 Fitting Statistical Models to Data with Python

学生对 密歇根大学 提供的 Fitting Statistical Models to Data with Python 的评价和反馈

4.4
630 个评分

课程概述

In this course, we will expand our exploration of statistical inference techniques by focusing on the science and art of fitting statistical models to data. We will build on the concepts presented in the Statistical Inference course (Course 2) to emphasize the importance of connecting research questions to our data analysis methods. We will also focus on various modeling objectives, including making inference about relationships between variables and generating predictions for future observations. This course will introduce and explore various statistical modeling techniques, including linear regression, logistic regression, generalized linear models, hierarchical and mixed effects (or multilevel) models, and Bayesian inference techniques. All techniques will be illustrated using a variety of real data sets, and the course will emphasize different modeling approaches for different types of data sets, depending on the study design underlying the data (referring back to Course 1, Understanding and Visualizing Data with Python). During these lab-based sessions, learners will work through tutorials focusing on specific case studies to help solidify the week’s statistical concepts, which will include further deep dives into Python libraries including Statsmodels, Pandas, and Seaborn. This course utilizes the Jupyter Notebook environment within Coursera....

热门审阅

BS

Jan 17, 2020

I am very thankful to you sir.. i have learned so much great things through this course.

this course is very helpful for my career. i would like to learn more courses from you. thank you so much.

VO

Sep 17, 2019

Good course, but the last of three was the most difficult one. I hope that it were a good introduction to the fascinating world of statistics and data science

筛选依据:

1 - Fitting Statistical Models to Data with Python 的 25 个评论(共 117 个)

创建者 Kristoffer H

Jan 13, 2019

创建者 Michael L

Jan 20, 2020

创建者 David Z

Feb 10, 2019

创建者 Jerrold

Mar 17, 2021

创建者 Flo

Mar 23, 2020

创建者 Viraj J

Jul 18, 2020

创建者 Matteo L

Apr 4, 2020

创建者 Minas-Marios V

May 6, 2020

创建者 George P

Jan 2, 2021

创建者 Zengxiting

May 5, 2020

创建者 HUNG H L

Aug 1, 2019

创建者 Jafed E G

Jul 6, 2019

创建者 Pierre C

Aug 6, 2020

创建者 Vinicius d O

Sep 18, 2019

创建者 Elliot T

Jul 1, 2020

创建者 Nadine A

Dec 20, 2019

创建者 FREYA J

Jun 30, 2019

创建者 Aayush G

May 29, 2019

创建者 Tobias R

Mar 9, 2019

创建者 Lorenzo R N

Jan 9, 2021

创建者 Houtan G J

Jul 18, 2020

创建者 Tamer G

Jun 26, 2021

创建者 Akash A

Jul 23, 2020

创建者 Kaiquan M

Jan 7, 2022

创建者 Mark M

Apr 15, 2020