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0:37:44
COBRA: Confidence-based Anomaly Detection for Medicine
0:40:04
Dimensionality Reduction via Principal Component Analysis
0:23:35
The Mathematics Behind Principal Component Analysis
0:29:38
Principal Component Analysis
0:42:14
The Covariance Matrix
0:33:35
Overview of Hypothesis Testing
0:25:09
P-Value Abuse! Practical Significance and P Hacking
0:14:49
HYPOTHESIS TESTING AND CAUSAL INFERENCE
0:29:54
MULTIPLE TESTING: EVALUATING NBA PLAYERS
0:31:59
No Model? No Problem! The Permutation Test
0:32:09
THE POWER OF HYPOTHESIS TESTS
0:24:03
Statistical Significance: Why the P Value Controls False Positives
0:18:36
A Two-Sample Test for Antetokounmpo's Free Throws
0:23:13
THE NULL HYPOTHESIS AND THE P VALUE
0:38:06
ESTIMATION OF POPULATION PARAMETERS FROM RANDOM SAMPLES
0:30:03
Bootstrap Confidence Intervals
0:24:28
THE BOOTSTRAP
0:26:06
CONFIDENCE INTERVALS FOR PROBABILITIES AND PROPORTIONS
0:25:40
CONFIDENCE INTERVALS
0:13:52
How Not To Estimate Risk
0:24:54
THE CENTRAL LIMIT THEOREM
0:32:18
Why Sums And Averages Tend To Look Gaussian
0:24:38
The Law of Large Numbers Can Fail!
0:28:26
The Law of Large Numbers and Deviation Inequalities
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