Probability Methods in Civil Engineering Video Lectures

Probability Methods in Civil Eng
'Probability Methods in Civil Engineering' Video Lectures by Dr. Rajib Maity from IIT Kharagpur
"Probability Methods in Civil Eng" - Video Lectures
1. Introduction - Role of Probability in Civil Engineering
2. Random Events and Probability Concept
3. Set Theory and Set Operations
4. Axioms of Probability
5. Probability of Events
6. Concept and Defination of Random Variables
7. Probability Distribution of Random Variables
8. CDF and Descriptors of Random Variables
9. Further Descriptors of Random Variables
10. Discrete Probability Distribution
11. Probability Distribution of Continuous RVs
12. Probability Distribution of Continuous RVs (Contd...1)
13. Probability Distribution of Continuous RVs (Contd...2)
14. Functions of Single Random Variables
15. Functions of Random Variables - Different Methods
16. Functions of Random Variables - Different Methods (Contd.)
17. Expectation and Moments of Functions of RV
18. Expectation and Moments of Functions of RV (Contd.)
19. Joint Probability Distribution
20. Marginal Probability Distribution
21. Conditional Probability Distribution
22. Conditional Probability Distribution (Contd.)
23. Properties of Multiple Random Variables
24. Properties of Multiple Random Variables (Contd.)
25. MGF of Multivariate RVs and Multivariate Probability Distributions
26. Multivariate Distribution and Functions of Multiple Random Variables
27. Functions of Multiple Random Variables (Contd...1)
28. Functions of Multiple Random Variables (Contd...2)
29. Introduction to Copulas
30. Introduction to Copulas (Contd.)
31. Probability Models using Normal Distribution
32. Probability Models using Log Normal and Exponential Distribution
33. Probability Models using Gamma and Extreme Value Distribution
34. Probability Models using Discrete Probability Distributions
35. Sampling Distribution and Parameter Estimation
36. Sampling Distribution and Parameter Estimation (Contd.)
37. Hypothesis Testing
38. Goodness - of - fit tests
39. Regression Analyses and Correlation
40. Regression Analyses and Correlation (Contd.)
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