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Вивчайте Challenge: Quality Control Probability Analysis | Probability & Statistics
Mathematics for Data Science

bookChallenge: Quality Control Probability Analysis

You work in quality control at a rod manufacturing plant. You want to analyze the quality of rod batches using the following probability rules and descriptive statistics.

Core Formulas

Union Rule

P(AB)=P(A)+P(B)P(AB)P(A \cup B) = P(A) + P(B) - P(A \cap B)

Conditional Probability

P(AB)=P(AB)P(B)P(A \mid B) = \frac{P(A \cap B)}{P(B)}

Sample Statistics

  • Sample Mean:

    xˉ=xin\bar{x} = \frac{\sum x_i}{n}
  • Sample Variance:

    s2=(xixˉ)2ns^2 = \frac{\sum (x_i - \bar{x})^2}{n}
  • Sample Standard Deviation:

    s=s2s = \sqrt{s^2}

Given Data

  • Total rods: 100;
  • Defective rods: 20;
  • Rods longer than 50 cm: 30;
  • Rods that are both defective and long: 10;
  • Population mean rod length: 50 cm;
  • Population standard deviation of rod lengths: 0.5 cm;
  • Sample size for analysis: 10 rods.
Завдання

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  1. Compute the probability that a rod is defective or long (P(DL)P(D \cup L)).
  2. Compute the probability that a rod is defective given it is long (P(DL)P(D|L)).
  3. Generate a sample of 10 rod lengths and compute mean, variance, and standard deviation.

Рішення

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Секція 5. Розділ 9
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bookChallenge: Quality Control Probability Analysis

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You work in quality control at a rod manufacturing plant. You want to analyze the quality of rod batches using the following probability rules and descriptive statistics.

Core Formulas

Union Rule

P(AB)=P(A)+P(B)P(AB)P(A \cup B) = P(A) + P(B) - P(A \cap B)

Conditional Probability

P(AB)=P(AB)P(B)P(A \mid B) = \frac{P(A \cap B)}{P(B)}

Sample Statistics

  • Sample Mean:

    xˉ=xin\bar{x} = \frac{\sum x_i}{n}
  • Sample Variance:

    s2=(xixˉ)2ns^2 = \frac{\sum (x_i - \bar{x})^2}{n}
  • Sample Standard Deviation:

    s=s2s = \sqrt{s^2}

Given Data

  • Total rods: 100;
  • Defective rods: 20;
  • Rods longer than 50 cm: 30;
  • Rods that are both defective and long: 10;
  • Population mean rod length: 50 cm;
  • Population standard deviation of rod lengths: 0.5 cm;
  • Sample size for analysis: 10 rods.
Завдання

Swipe to start coding

  1. Compute the probability that a rod is defective or long (P(DL)P(D \cup L)).
  2. Compute the probability that a rod is defective given it is long (P(DL)P(D|L)).
  3. Generate a sample of 10 rod lengths and compute mean, variance, and standard deviation.

Рішення

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Completion rate improved to 1.89
Секція 5. Розділ 9
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