Statistical Foundations
Statistics provides the theoretical foundation for understanding data distributions, making inferences, and quantifying uncertainty in data science and machine learning.
Core Statistical Concepts
Descriptive Statistics
Visualization
- Mean, Median, Mode
- Variance, Standard Deviation
- Quartiles, Percentiles
Inferential Statistics
Visualization
- Hypothesis Testing
- Confidence Intervals
- P-values
Probability Distributions
Continuous Distributions
Distribution Plot
Normal, uniform, exponential distributions and their applications
Discrete Distributions
Distribution Plot
Binomial, Poisson, geometric distributions for discrete data