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What You'll Learn
Concepts:
Parametric Versus Nonparametric Test Distinctions
Randomized Experiments in Statistics
Statistics Observational Studies and Experiments in Statistical Design
Descriptive Statistics including Mean Median Mode Range Variance and Standard Deviation
T-Test for Independent Samples in Statistics
P-Value Calculation and Interpretation via T-Tests
Statistics: Complement Rule Probability Calculation Using Venn Diagrams and Sampling Distributions
Chi-Square Goodness of Fit Test in Statistics Using Flower Color Data to Analyze Bee Preferences
Probability Distributions in Data Analysis such as Normal Distribution Binomial or Poisson
Mean vs Median Behavior in Skewed Distributions and Outliers for Statistics
Least Squares Method in Statistical Regression
Interpretation of p-values in Hypothesis Testing using Statistical Significance Levels
Basic Probability Rules and Formulas
Stem-and-Leaf Plots in Python using Statistical Plots Package
Interquartile Range as a Robust Dispersion Measure
Confidence Intervals for Proportions in Statistics using Normal Distribution Approximation
Correlation Coefficient Calculation in Statistics
How to Calculate Chi-Square Test in Statistics
Python line and scatter plots showing relationships between quantitative variables
Histograms in Statistics
Central Limit Theorem in Statistics: How Summing Random Variables Forms Normal Distributions
Confidence Intervals and Hypothesis Tests for Linear Regression Parameters in Statistics
Box and Whisker Plots in Statistics
Composing Bar Charts and Pie Charts in Python Using Associations and Lists
Analysis of Variance for Categorical Factors
Confidence Interval Calculation for Means in Statistics
Introduction to Statistics: Conditions for Confidence Intervals
Statistics Sample Size and Margin of Error in Proportions
Computer Simulation Tests: Coin Run Hypothesis in R
Normal Distribution Properties in Statistics
Introduction to Statistics: One- And Two-Sided Hypothesis Tests
Multiple Testing Problem in Hypothesis Tests using Bonferroni Correction and Holm-Bonferroni Method
Random Sampling Techniques in Surveys
Simple Linear Regression in Statistics
Sampling Distributions and Their Variability
Comparing Population Datasets using Paired Histograms in Statistics
Population and Sample Definitions in Statistics
Hypothesis Testing Procedures in Statistics