Statistics and Probability in Data Science using Python

开始时间: 04/22/2022 持续时间: 10 weeks

所在平台: EdxArchive 课程类别: 计算机科学 大学或机构: UC San DiegoX 授课老师： Alon Orlitsky

课程主页: https://www.edx.org/archive/statistics-probability-data-science-uc-san-diegox-dse210x

课程评论：没有评论

第一个写评论        关注课程

课程详情

The job of a data scientist is to glean knowledge from complex and noisy datasets.

Reasoning about uncertainty is inherent in the analysis of noisy data. Probability and Statistics provide the mathematical foundation for such reasoning.

In this course, part of the Data Science MicroMasters program, you will learn the foundations of probability and statistics. You will learn both the mathematical theory, and get a hands-on experience of applying this theory to actual data using Jupyter notebooks.

Concepts covered included: random variables, dependence, correlation, regression, PCA, entropy and MDL. 

课程大纲

• The mathematical foundations for machine learning
• Statistics literacy: understand the meaning of statements such as “at a 99% confidence level”

课程评论(0条)