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所在平台: Coursera专项课程 |
课程主页: https://www.coursera.org/specializations/advanced-statistical-techniques-for-data-science
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课程名称：数据科学的高级统计技术 课程概述：由伊利诺伊理工大学提供，掌握数据的高级统计技术。通过先进的统计方法深入洞察数据，免费报名。 课程大纲： 1. **线性回归**：适合具备数学、统计学或计算机技术背景的个人，深入理解线性回归的应用。 [课程链接](https://www.coursera.org/learn/illinois-tech-linear-regression) 2. **模型诊断与补救措施**：特别为有技术背景人士设计，学习如何进行模型的有效诊断和改进。 [课程链接](https://www.coursera.org/learn/illinois-tech-model-diagnostics-and-remedial-measures) 3. **变量选择、模型验证与非线性回归**：为具备数学、统计学、计算机科学或工程背景的学员提供深入学习的机会。 [课程链接](https://www.coursera.org/learn/illinois-tech-variable-selection-model-validation-and-nonlinear-regression) 4. **贝叶斯计算统计**：提供贝叶斯统计推断和数据分析理论的严格介绍，包括先验知识和后验分析。 [课程链接](https://www.coursera.org/learn/illinois-tech-bayesian-computational-statistics) 5. **数据准备与分析**：介绍分析数据所需的基本概念和常用技术，强调数据准备的重要性。 [课程链接](https://www.coursera.org/learn/illinois-tech-data-preparation-and-analysis) 欢迎免费报名，提升您的数据科学技能。
Course Link: https://www.coursera.org/learn/illinois-tech-linear-regression
Name:Linear Regression
Description:Offered by Illinois Tech. This course is best suited for individuals who have a technical background in mathematics/statistics/computer ... Enroll for free.
Course Link: https://www.coursera.org/learn/illinois-tech-model-diagnostics-and-remedial-measures
Name:Model Diagnostics and Remedial Measures
Description:Offered by Illinois Tech. This course is best suited for individuals who have a technical background in mathematics/statistics/computer ... Enroll for free.
Course Link: https://www.coursera.org/learn/illinois-tech-variable-selection-model-validation-and-nonlinear-regression
Name:Variable Selection, Model Validation, Nonlinear Regression
Description:Offered by Illinois Tech. If you have a technical background in mathematics/statistics/computer science/engineering and or are pursuing a ... Enroll for free.
Course Link: https://www.coursera.org/learn/illinois-tech-bayesian-computational-statistics
Name:Bayesian Computational Statistics
Description:Offered by Illinois Tech. A rigorous introduction to the theory of Bayesian Statistical Inference and Data Analysis, including prior and ... Enroll for free.
Course Link: https://www.coursera.org/learn/illinois-tech-data-preparation-and-analysis
Name:Data Preparation and Analysis
Description:Offered by Illinois Tech. This course introduces the necessary concepts and common techniques for analyzing data. The primary emphasis is ... Enroll for free.
Offered by Illinois Tech. Master Advanced Statistical Techniques for Data. Gain deep insights into data through advanced statistical methods ... Enroll for free.
