https://datascience.virginia.edu/news/how-much-do-data-scientists-need-know-about-statistics
- General statistics: The most basic concepts in statistics include bias, variance, mean, median, mode, and percentiles.
- Probability distributions: Probability is defined as the chance that something will occur, characterized as a simple “yes” or “no” percentage.
- Dimension reduction
- Over and under sampling
- Bayesian statistics