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Statistical Method

Statistical Method - Basic

Duration in Hours (4 Hours session) : 60

Duration in Days: 15

Data Science – Statistical Methods

Course Code: DSTM32

40 Hours of Theory

20 Hours of Assignment (Lab)

  1. What is statistics?
  2. Types of statistics
  3. Descriptive statistics
  4. Inferential statistics
  1. Population
  2. Sample
  3. Variable (discrete and continuous)
  4. Data and types of data
  5. Qualitative (nominal and ordinal)
  6. Quantitative (interval scale and ratio scale)
  1. Mean
  2. Median
  3. Mode
  1. Probability with replacement
  2. Probability without replacement
  3. Probability Mass Function (PMF)
  4. Probability Density Function (PDF)
  1. Skewness
  2. Kurtosis
  1. variance
  2. std
  3. percentile
  4. quartile
  5. range
  6. IQR
  1. Empirical Rule
  2. Problems on Empirical Rule
  3. Chebyshev’s Theorem
  1. Normal distritution
  2. Standard normal distribution
  3. Sampling distribution of sample means
  4. Central limit theorem
  5. T- Distribution
  6. Student T- Test
  7. Chi Square Test (Goodness of Fit)
  8. Binomial distribution
  9. Bernoulli distribution
  10. Geometric distribution
  11. Hypergeometric distribution
  12. Poisson distribution
  1. Upper tail test
  2. Lower tag test
  3. Two tag test
  1. 1-way ANOVA
  2. 2-way ANOVA
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