C2
Statistics for Practitioners
5 lessons3 hoursPlannedFree
Outcome
Design, run, and interpret experiments and confidence intervals correctly.
Prerequisites
- Recommended: C1 Linear Algebra and Probability for ML
Lessons
- L01Sampling and distributions · coming soonExercise: Sampling distribution of the mean.
- L02Confidence intervals: Wilson and Clopper-Pearson for proportions · coming soonExercise: Compare coverage.
- L03Hypothesis testing and p-values · coming soonExercise: Explain a p-value to a non-expert in writing.
- L04A/B testing and power · coming soonExercise: Compute sample size for a target effect.
- L05Multiple comparisons and paired tests: Holm-Bonferroni, McNemar · coming soonExercise: Compare two classifiers on the same test set.