用于数据分析的计算

Computing for Data Analysis

A hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning.

533 次查看
佐治亚理工学院
edX
  • 完成时间大约为 15
  • 高级
  • 英语
注:因开课平台的各种因素变化,以上开课日期仅供参考

课程概况

The modern data analysis pipeline involves collection, preprocessing, storage, analysis, and interactive visualization of data.

The goal of this course, part of the Analytics: Essential Tools and Methods MicroMasters program, is for you to learn how to build these components and connect them using modern tools and techniques.

In the course, you’ll see how computing and mathematics come together. For instance, “under the hood” of modern data analysis lies numerical linear algebra, numerical optimization, and elementary data processing algorithms and data structures. Together, they form the foundations of numerical and data-intensive computing.

The hands-on component of this course will develop your proficiency with modern analytical tools. You will learn how to mash up Python, R, and SQL through Jupyter notebooks, among other tools. Furthermore, you will apply these tools to a variety of real-world datasets, thereby strengthening your ability to translate principles into practice.

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