# Central Limit Theorem

A free video tutorial from Kirill Eremenko
Data Scientist
4.5 instructor rating â€¢ 45 courses â€¢ 1,843,648 students

Statistics for Business Analytics and Data Science A-Zâ„¢

Learn The Core Stats For A Data Science Career. Master Statistical Significance, Confidence Intervals And Much More!

06:02:26 of on-demand video â€¢ Updated July 2021

• Understand what a Normal Distribution is
• Understand standard deviations
• Explain the difference between continuous and discrete variables
• Understand what a sampling distribution is
• Understand the Central Limit Theorem
• Apply the Central Limit Theorem in practice
• Apply Hypothesis Testing for Means
• Apply Hypothesis Testing for Proportions
• Use the Z-Score and Z-Tables
• Use the t-Score and t-Tables
• Understand the difference between a normal distribution and a t-distribution
• Understand and apply statistical significance
• Create confidence intervals
• Understand the potential pitfalls of overusing p-Values