CURRICULUM // CORE.102 // WEEKS_5-7
Weeks 5-7 · The Math of Everything
Statistics & Probability
Units
MODULE_BREAKDOWN
UnitTopicFormatTime
5.1-5.2Distributions (normal, binomial, Poisson)Plot distribution, calculate probabilityInteractive visualizer + lessonWeek 5
5.3-5.4Mean, variance, standard deviationAnalyze dataset (test scores)Lesson + calculationsWeek 5
6.1-6.2Correlation & covarianceInterpret correlation coefficientScatterplot tool + notebookWeek 6
6.3-6.4Linear regression (fitting a line)Fit line to data, predict valuesWhiteboard + sklearn demoWeek 6
7.1-7.2Hypothesis testing, p-valuesRun t-test, interpret p-valueLesson + interactive toolWeek 7
7.3Bayesian thinking (intro)Understand prior & posterior probabilityConcept videoWeek 7
Project: Analyze real dataset
BUILD_BRIEF
Jupyter notebook: find correlations, test a hypothesis.
Rewards
XP_AND_BADGES
XP allocation50 each unit, 100 project/week = 600 XP/week
Badge unlockStats Whiz