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Probability and Statistics Course for Data Scientists

Probability and Statistics Course for Data Scientists

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Last Update 12/30/2023
Completion Time 6 hours 40 minutes
Members 39
  • Section-1
    • 1-1 What is Data
    • 1-2 Measuring Data
    • 1-3 Measurements of Central Tendency
    • 1-4 Measurements of Dispersion
    • 1-5 Measurements Quartiles
  • Section-2
    • 2-1 What is Probability
    • 2-2 Permutation
    • 2-3 Combinations
    • 2-4 Intersections,Unions and Complements
    • 2-5 Intependent and Dependent Events
    • 2-6 Conditional Probability
    • 2-7 Addition and Multiplication Rules
    • 2-8 Bayes Theorem
  • Section-3
    • 3-1 What is Distribution
    • 3-2 Uniform Distribution
    • 3-3 Binomial Distribution
    • 3-4 Poisson Distribution
    • 3-5 Normal Distribution
    • 3-6 Normal Distribution Formula and Z Scores
  • Section-4
    • 4-1 What is Statistics
    • 4-2 Sampling
    • 4-3 Central Limit Theorem
    • 4-4 Standard Error
    • 4-5 Hypothesis Testing
    • 4-6 Test Exercise 1
    • 4-7 Test Exercise 2
    • 4-8 Type 1 and Type2 errors