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DATA88B.2 - Inferential Statistics

About this course (Part 2 of 3): 88B continues with hypothesis testing, confidence intervals, A/B testing, and chi-squared tests. Part 2 builds on Part 1 with inference and causal reasoning.

Topics

Part 2 (sometimes listed as 88.2X on edX) includes 5 modules:

  1. Module 6: One-sample t Hypothesis Test - One-sample t-tests, assumptions, p-values, and when the test is appropriate.

  2. Module 7: Two-sample t Hypothesis Test & ANOVA Test - Comparing two or more groups; two-sample t-tests and ANOVA.

  3. Module 8: Confidence Interval - Constructing and interpreting confidence intervals for means and proportions.

  4. Module 9: A/B Causality Test - Designing and analyzing A/B tests; correlation vs. causation.

  5. Module 10: Chi-squared Test - Testing association between categorical variables; contingency tables.

Each module includes lecture content and Jupyter lab assignments.

Structure and assignments