Module 3 – Probability , Linear Algebra Random process Statistics
- Basics of Probability
- Probability theory and its applications in AI
- Descriptive and inferential statistics
- Permutations
- Combinations
- Conditional probability
- Random variables
- Distributions
- Statistics
- Estimation
- Independent events
- Bayes’ rule
- Probability density function
- Mean, median, mode
- Standard deviation
- Correlation
- Correlation coefficient
- Bias
- Variance
- Testing of hypothesis
- Confidence interval
- Chi-squared test
- t-test