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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
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
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