Statistical knowledge is very important in Data Science to analyze and interpret the data and make inferences. You should know the following statistical concepts for data science:
- Measures of central tendency and measures of variance
- Probability distributions
- Sampling methods
- Dimensionality reduction
- Hypothesis testing
- Bayesian Statistics
You can watch this video to know how much statistics needed for data science: