分析建模入门

Introduction to Analytics Modeling

Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights.

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佐治亚理工学院
edX
  • 完成时间大约为 10
  • 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

你将学到什么

Fundamental analytics models and methods

How to use analytics software, including R, to implement various types of models

Understanding of when to apply specific analytics models

课程概况

Analytical models are key to understanding data, generating predictions, and making business decisions. Without models it’s nearly impossible to gain insights from data. In modeling, it’s essential to understand how to choose the right data sets, algorithms, techniques and formats to solve a particular business problem.

In this course, part of the Analytics: Essential Tools and Methods MicroMasters program, you’ll gain an intuitive understanding of fundamental models and methods of analytics and practice how to implement them using common industry tools like R.

You’ll learn about analytics modeling and how to choose the right approach from among the wide range of options in your toolbox.

You will learn how to use statistical models and machine learning as well as models for:

classification;
clustering;
change detection;
data smoothing;
validation;
prediction;
optimization;
experimentation;
decision making.

预备知识

Probability and statistics
Basic programming proficiency
Linear algebra
Basic calculus

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