开始时间: 12/21/2023 持续时间: Approximately 3 months to complete Suggested pace of 5 hours/week
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所在平台: Coursera专项课程 课程类别: 计算机科学 大学或机构: CourseraNew |
课程主页: https://www.coursera.org/specializations/statistics-with-python
课程评论：没有评论
This specialization is designed to teach learners beginning and intermediate concepts of statistical analysis using the Python programming language. Learners will learn where data come from, what types of data can be collected, study data design, data management, and how to effectively carry out data exploration and visualization. They will be able to utilize data for estimation and assessing theories, construct confidence intervals, interpret inferential results, and apply more advanced statistical modeling procedures. Finally, they will learn the importance of and be able to connect research questions to the statistical and data analysis methods taught to them.
使用Python专业知识进行统计：该专业旨在教学生使用Python编程语言进行统计分析的初级和中级概念。学习者将学习数据来自何处，可以收集什么类型的数据，研究数据设计，数据管理以及如何有效地进行数据探索和可视化。他们将能够利用数据进行估计和评估理论，构建置信区间，解释推断结果并应用更高级的统计建模程序。最后，他们将了解研究问题的重要性，并能够将研究问题与教给他们的统计和数据分析方法联系起来。Course Link: https://www.coursera.org/learn/understanding-visualization-data
Name:Understanding and Visualizing Data with Python
Description:Offered by University of Michigan. In this course, learners will be introduced to the field of statistics, including where data come from, ... Enroll for free.
Course Link: https://www.coursera.org/learn/inferential-statistical-analysis-python
Name:Inferential Statistical Analysis with Python
Description:Offered by University of Michigan. In this course, we will explore basic principles behind using data for estimation and for assessing ... Enroll for free.
Course Link: https://www.coursera.org/learn/fitting-statistical-models-data-python
Name:Fitting Statistical Models to Data with Python
Description:Offered by University of Michigan. In this course, we will expand our exploration of statistical inference techniques by focusing on the ... Enroll for free.
密歇根大学基于Python的统计学专项课程系列（Statistics with Python Specialization），这个系列的目标是使用Python进行统计可视化、推理和建模，涵盖3门子课程，包括使用Python理解和可视化数据，使用Python进行推理统计分析，使用Python对数据进行统计模型拟合，感兴趣的同学可以关注：Practical and Modern Statistical Thinking For All. Use Python for statistical visualization, inference, and modeling
