student's t tests in python for Data Science | اردو میں سیکھیں

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Student's t-test:
Tests whether the means of two independent samples are significantly different.
One-sample student's t-test
Test a sample with a known standard value.
*Assumptions*
Observations in each sample are independent and identically distributed.
Observations in each sample are normally distributed.
*Interpretation*
*H0:* the means of the samples are equal to the known value.
*H1:* the means of the samples are unequal to the known value.

Independent student's t-test

*Assumptions*
Observations in each sample are independent and identically distributed.
Observations in each sample are normally distributed.
Observations in each sample have the same variance.
*Interpretation*
*H0:* the means of the samples are equal.
*H1:* the means of the samples are unequal.

*Paired student's t-test*
Tests whether the means of two paired samples are significantly different.
*Assumptions*
Observations in each sample are independent and identically distributed.
Observations in each sample are normally distributed.
Observations in each sample have the same variance.
Observations across each sample are paired.
*Interpretation*
*H0:* the means of the samples are equal.
*H1:* the means of the samples are unequal.

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Video Chapter
00:00:00 Intro
00:00:23 student's t-test
00:01:32 One sample t-test
00:11:36 Independent t-test
00:07:46 Paired t-test