Statistics

Statistics for AI & ML

In this section, we will cover the topics related to Statistics for AI & ML.

Statistics for AI & ML

This sheet contains all the topics that will be covered for Statistics for AI & ML.

Below is the list of topics that will be covered in this section.

  • Understanding Data Distribution
  • Covariance & Correlation
  • Central Limit Theorem
  • Confidence Interval
  • Hypothesis Testing
  • T-Test
  • Z-Test
  • Chi-Square Test
  • Performance Metrics

End of Section


Data Distribution

Understanding Data Distribution

Correlation

Covariance & Correlation

Central Limit Theorem

Central Limit Theorem

Confidence Interval

Confidence Interval

Hypothesis Testing

Hypothesis Testing

T-Test

Student’s T-Test

Z-Test

Z-Test

Chi-Square Test

Chi-Square Test

Performance Metrics

Performance Metrics