IIRF Online > Business > Business Analytics & Intelligence > Business Analytics > Statistics for Business Analytics and Data Science A-Z™
Statistics for Business Analytics and Data Science A-Z™ by Udemy
Learn The Core Stats For A Data Science Career. Master Statistical Significance, Confidence Intervals And Much More!
Course Highlights
- 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
Skills you will learn!
Curriculum
4 Topics
Welcome Challenge!
Welcome!
Learning Paths
Some Additional Resources!!
12 Topics
Plan of Attack
Continuous vs Discrete
What is a Distribution?
What is Standard Deviation?
Normal Distribution
Skewness
Mean Median Mode
Homework
Homework Solution - Part 1
Homework Solution - Part 2
EXTRA: Cantor's Diagonal Argument
Distributions
11 Topics
Plan of Attack
Populations and Samples
Sampling Distribution
Central Limit Theorem
Central Limit Theorem - Intuition
Central Limit Theorem - Visualization
Z-Score
Hands-On CLT - Analytics Challenge
Homework
Homework Solution
Central Limit Theorem
9 Topics
Plan of Attack
Statistical Significance: What is P-Value?
Hypothesis Testing - Steps
Hypothesis Testing - Rejection Region
Hypothesis Testing Assumptions
Proportion Testing
Homework
Homework Solution
Hypothesis Testing/ Statistical Significance
9 Topics
What it means when you cannot reject the Null Hypothesis
Student's t-distribution
T-Tests
1-Tailed And 2-Tailed Tests
2-Tailed Test Exercise
Warning about misuse and overuse of p-values
Real Life Example
Advanced Hypothesis Testing
THANK YOU Video
2 Topics
Huge Congrats for completing the challenge!
BONUS: Cloud Skills for ML & AI (COUPON inside)
Statistics for Business Analytics and Data Science A-Z™
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