I Inferential statistics 4 You
25 videos • 93 views • by nDimensionsAI
I Inferential statistics 4 You
1
1 Introduction to the I inferential Statistics 4 You course
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2
2 The classical statistical inference pipeline
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3
3 An Introduction to AB Testing in Statistical Analysis
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4
4 Understanding AB Testing in Statistical Analysis with Real-World Examples
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5
5 An Introduction to Hypothesis Testing in Statistical Analysis
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6
6 Understanding resampling and methods in it
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7
6_1 Understanding Permutation Test in Statistical Analysis with Real-World Example
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8
6_2 Exhaustive and Bootstrap Permutation Tests
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7 Understanding the statistical significance
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10
7_1 Understanding significance level
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11
7_1 Understanding significance level
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12
7_2 Type1 and Type2 errors
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13
7_3 real-world example to understand t statistic, p-value, alpha, type1, and type2 errors together
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14
7_4 The Role of P-values in Data Science Understanding Statistical Significance, Hypothesis Testing
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15
8 t-tests and types of t-tests
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16
9 Multiple testing, Bonferroni, False Discovery rate, Family wise error rate control
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17
10 Degrees of Freedom in Statistical Analysis Definition, Calculation
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18
11 ANOVA Analysis of Variance in Statistical Analysis Theory, Applications, and Interpretation
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19
11_1 Performing a One-Way ANOVA in Statistical Analysis Steps, Assumptions, and Interpretation
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20
11_2 Understanding Two Way ANOVA in Statistical Analysis
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21
11_3 Tukey's HSD Honestly Significant Difference Test
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22
12 Chi-Square Test Understanding and Applying the Test in Data Science
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23
12_1 Understanding Fisher's Exact Test for Small Sample Sizes
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24
13 Understanding Multi Arm Bandit Algorithm in detail
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25
14 Understanding Power and Sample Size
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