NOC- Probability and Statistics
Explore the fundamentals of probability and statistics through a comprehensive 21-hour course covering a wide range of topics. Delve into descriptive statistics, special continuous distributions, joint distributions, bivariate normal distribution, and transformation of random variables. Learn about chi-square, t, and F distributions, as well as estimation techniques like LSE, MME, and MLE. Master hypothesis testing concepts, including Neyman-Pearson Lemma, paired t-tests, and chi-square tests for goodness of fit and independence. Gain practical skills in analyzing contingency tables, testing for equality of proportions, and handling large sample tests for variance and mean. Apply these concepts through numerous examples and problem-solving exercises throughout the course.