edx

Probability and Statistics in Data Science using Python


  • flag Edx
  • student All Levels
  • database eLearning
  • earth English
  • clock 10w

About

Using Python^ learn statistical and probabilistic approaches to understand and gain insights from data.

Covered topics:

  • Data Analysis & Statistics
  • Math
  • Computer Science

Description

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.