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Course Summary
Learn everything you need to know to pass your Probability & Statistics class. Video explanations, text notes, and quiz questions that won’t affect your class grade help you “get it” in a way most textbooks never explain.
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Course outline
The curriculum includes:
Visualizing data
One-way data
Bar graphs and pie charts
Line graphs and ogives
Two-way data
Venn diagrams
Relative frequency tables
Joint distributions
Frequency tables and dot plots
Histograms and stem-and-leaf plots
Analyzing data
Central tendency: mean, median, and mode
Spread: range and IQR
Changing data and outliers
Box-and-whisker plots
Data distributions
Mean, variance, and standard deviation
Frequency histograms and polygons, and density curves
Symmetric and skewed distributions and outliers
Normal distributions and z-scores
Probability
Simple probability
The addition rule, and union vs. intersection
Independent and dependent events and conditional probability
Bayes' theorem
Discrete random variables
Discrete probability
Transforming random variables
Combinations of random variables
Permutations and combinations
Binomial random variables
Poisson distributions
"At least" and "at most," and mean, variance, and standard deviation
Bernoulli random variables
Geometric random variables
Sampling
Types of studies
Sampling and bias
Sampling distribution of the sample mean
Sampling distribution of the sample proportion
Confidence interval for the population mean
Confidence interval for the population proportion
Hypothesis testing
Inferential statistics and hypotheses
Significance level and type I and II errors
Test statistics for one- and two-tailed tests
The p-value and rejecting the null
Hypothesis testing for the population proportion
Regression
Scatterplots and regression
Correlation coefficient and the residual
Coefficient of determination and RMSE (root mean square error)
Chi-square tests
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Ready to Master Probability & Statistics?
By signing up for the Probability & Statistics course, you'll gain access to:
Step-by-step videos
Course notes and flashcards
Practice quizzes
Bonus practice workbooks
Comprehensive formula sheets
Summary study sheets
Practice final exams
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