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Introduction to Probability
Learn how to frame data problems in a probabilistic manner. This module covers probabilistic and statistical concepts that underpin several areas of modern machine learning.
Basic definitions
Notebook
Fundamental rules of probability
Notebook
Discrete random variables
Notebook
Continuous random variables
Notebook
More continuous random variables
Notebook
Log-normal distribution
Exercise
Multivariate distributions, covariance and correlation
Notebook
Multivariate Gaussian
Notebook
Fitting a Gaussian distribution
Notebook
Conclusion
Reading
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