Math for Data Science Masterclass
May 29, 2023
1. Intro to Math for Data Science
- Understanding Data Concepts
- Measurements of Dispersion and Central Tendency
- Different ways to visualize data
- Permutations
- Combinatorics
- Bayes' Theorem
- Random Variables
- Joint Distributions
- Covariance and Correlation
- Probability Mass and Density Functions
- Binomial, Bernoulli, and Poisson Distributions
- Normal Distribution and Z-Scores
- Sampling and Bias
- Central Limit Theorem
- Hypothesis Testing
- Linear Regression
- and much more!