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SIG数据相关面试真题

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全部(17)
SQL(0)
Coding(0)
ML basics(0)
Stats(13)
Product Case(0)
高频题(0)
Other(3)
1.Comparative Analysis of Winning Probabilities
2.Optimal Strategy for Dice Game
3.Probability of Median in a Range
4.Expected Return Calculation for Dice Game
5.Bakery Muffins Probability Calculation
6.Probability of Raising the Bet
7.Probability of Placing Items on Black Squares
8.Probability of the Minimum of Three Random Numbers Falling in a Range
9.Probability of Consecutive Identical Outcomes
10.Counting the Number of Ways to Move from Point A to Point B
11.Probability of Two People Meeting
12.Dice Rolling Expectation
13.Age Deduction Puzzle
14.Probability of Drawing from a Machine and Losing
15.Calculating the Shortest Time for a Dog to Reach a House
16.Probability of Triangle Covering Circle Center
17.Probability Questions
1. Comparative Analysis of Winning Probabilities
Given the same context as the previous question, without doing specific derivation, analyze which starting point is more likely to lead to a win: 3, 3, 3, 5, 7 or 3, 5, 5, 5, 7?
2. Optimal Strategy for Dice Game
With five uniform nine-sided dice, there are two ways to win: (1) three of a kind and two of a kind (aaabb), or (2) three consecutive numbers and two of the same number. The initial pattern is 3, 3, 5, 7, 8. You can choose one of the five dice to re-roll each time. What is the optimal strategy, and what is the expected number of rolls needed to win?
3. Probability of Median in a Range
Given three independent and identically distributed random variables that are uniformly distributed in the range [0,1], calculate the probability that the median of these variables falls within the interval [a, b], where 0 < a < b < 1.
4. Expected Return Calculation for Dice Game
You roll three fair 6-sided dice. If they all show the same number, you earn $20. If exactly two of the numbers are the same, you earn $10. If all of the numbers are different, you lose $2. Compute your expected return per roll in dollars.
5. Bakery Muffins Probability Calculation
Assume that in a bakery, each customer buys only one item at a time. There is a 70% chance a customer will buy a croissant and a 30% chance a customer will buy a muffin. There are only 2 muffins left and 5 people are still waiting in line. Compute the probability that these two muffins will be sufficient, i.e., no customer will want a muffin and find that there are none left.