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$ curl repovive.com/roadmaps/quant-interview-prep/probability-statistics

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$ curl repovive.com/roadmaps/quant-interview-prep/probability-statistics

Lessons

1. Intro

2. Basic Probability Rules

3. Conditional Probability

4. Bayes' Theorem

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5. Expected Value

6. Quiz: Bayes' Theorem

7. Variance and Standard Deviation

8. The Monty Hall Problem

9. The Birthday Problem

10. Dice and Coin Problems

11. Quiz: Expected Value

12. Common Distributions

13. Central Limit Theorem

14. Markov Chains

15. Hypothesis Testing

16. Quiz: Distributions

17. Linear Regression Basics

18. Correlation and Covariance

19. Overfitting and Cross-Validation

20. Permutations and Combinations

21. Quiz: Random Walks

22. Counting Principles

23. Random Variables

24. Cumulative Distribution Functions

25. Poisson Distribution

26. Quiz: Conditional Probability

27. Exponential Distribution

28. Normal Distribution Deep Dive

29. Covariance Properties

30. Conditional Expectation

31. Quiz: Central Limit Theorem

32. Law of Large Numbers

33. Random Walks

34. Martingales Basics

35. Order Statistics

36. The Coupon Collector Problem

37. Geometric Distribution

38. Negative Binomial

39. Maximum Likelihood Estimation

40. Confidence Intervals

41. Section Recap