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Inferential statistics explained using python and real world examples

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Inferential-Statistics-Python

Inferential statistics explained using python scipy library and real world examples.

Central Limit Theorem

The concept of CLT explained with an example.

T test and Binomial Test

One sample t-test and Binomial Test explained with an example.

Hypothesis Testing

Four different hypothesis tests explained with real-life examples:

  • Two Sample T-Tests (for an association between a quantitative variable and a binary categorical variable)
  • ANOVA and Tukey Tests (for an association between a quantitative variable and a non-binary categorical variable)
  • Chi-Square Tests (for an association between two categorical variables)

References: Codeacademy - Hypothesis testing course

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