Statistics theory

[practicalli-johnny]

Beginners
https://www.analyticsvidhya.com/blog/2021/08/a-guide-to-complete-statistics-for-data-science-beginners/

https://studydatascience.org/learn-statistics-for-data-science/

Statistics basics
Clear understanding of the difference between classification, regression, and clustering problems to build relevant data science models

Statistical methods are used to find meaning from the data and ensure data collected has been interpreted correctly

Areas to learn
Statistics and probability theory
Probability distributions
Hypothesis testing
Statistical modeling and fitting
Machine Learning
Regression analysis
Bayesian thinking and modeling

Resources
Khan Academy
Youtube: Stats Quest

Intermediate
https://www.analyticsvidhya.com/blog/2021/08/intermediate-statistical-concepts-for-data-science/