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Probability and Statistics in Data Science using Python
About this courseSkip About this course
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.
At a glance
- Institution: UCSanDiegoX
- Subject: Data Analysis & Statistics
- Level: Advanced
- The previous coursein the MicroMasters program: DSE200x
- Undergraduate level education in:
- Multivariate calculus
- Linear algebra
- Language: English
- Video Transcript: English
- Associated programs:
- MicroMasters® Program in Data Science
- Associated skills: Data Science, Python (Programming Language), Jupyter, Random Variables, Probability And Statistics
What you'll learnSkip What you'll learn
- The mathematical foundations for machine learning
- Statistics literacy: understand the meaning of statements such as "at a 99% confidence level"
About the instructors
Who can take this course?Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.
This course is part of Data Science MicroMasters ProgramLearn more
4 graduate-level courses
9 - 11 hours per week
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