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Statistics and Probability (Metric)

Class Details

Tom Baker

Learn, or revise, basic stats, probability, hypothesis testing, estimation, regression and correlation.

Probability

The idea of probability; tree diagrams; mutual exclusion and independence.

Descriptive Statistics

Histograms; averages and measures of dispersion for ungrouped and grouped data.

Probability Distributions

Discrete distributions (including Binomial, Poisson); continuous distributions (including Normal).

Hypothesis Testing

Null and alternative hypotheses; selecting a test; performing and interpreting a test.

Estimation

Estimators, standard error and confidence intervals.

Regression and Correlation

Fitting a curve to data, and measuring the correlation of two quantities.

The least-squares curve of best fit.

Lesson

The correlation coefficient; significance of correlation.

Lesson

Rank correlation (Spearman's version); significance.

Lesson

Rank correlation (Kendall's version); significance.

Lesson
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