IIRF Online > Teaching & Academics > Math > Statistics > Certificate in Statistics and Mathematics for Analytics
Certificate in Statistics and Mathematics for Analytics by Vskills
Course Highlights
- Government certification
- Certification valid for life
- Lifelong e-learning access
- Learning Hours: 15 hrs. +
- Life Time Job Support
- Job Profile Tagging
Skills you will learn!
Curriculum
3 Topics
Welcome!
What Will You Learn in This Course?
How Can You Get the Most Out of It?
13 Topics
Introduction
Mean
Median
Mode
Mean or Median?
Skewness
Practice: Skewness
Solution: Skewness
Range and IQR
Sample Versus Population
Variance and Standard Deviation
Impact of Scaling and Shifting
Statistical Moments
5 Topics
What Is Distribution?
Normal Distribution
Z-Scores
Practice: Normal Distribution
Solution: Normal Distribution
27 Topics
Introduction
Probability Basics
Calculating Simple Probabilities
Practice: Simple Probabilities
Quick Solution: Simple Probabilities
Detailed Solution: Simple Probabilities
Rule of Addition
Practice: Rule of Addition
Quick Solution: Rule of Addition
Detailed Solution: Rule of Addition
Rule of Multiplication
Practice: Rule of Multiplication
Solution: Rule of Multiplication
Bayes Theorem
Bayes Theorem - Practical Example
Expected Value
Practice: Expected Value
Solution: Expected Value
Law of Large Numbers
Central Limit Theorem - Theory
Central Limit Theorem - Intuition
Central Limit Theorem - Challenge
Central Limit Theorem - Exercise
Central Limit Theorem - Solution
Binomial Distribution
Poisson Distribution
Real-Life Problems
12 Topics
Introduction
What Is a Hypothesis?
Significance Level and P-Value
Type I and Type II Errors
Confidence Intervals and Margin of Error
Excursion: Calculating Sample Size and Power
Performing the Hypothesis Test
Practice: Hypothesis Test
Solution: Hypothesis Test
t-test and t-distribution
Proportion Testing
Important p-z Pairs
14 Topics
Introduction
Linear Regression
Correlation Coefficient
Practice: Correlation
Solution: Correlation
Practice: Linear Regression
Solution: Linear Regression
Residual MSE and MAE
Practice: MSE and MAE
Solution: MSE and MAE
Coefficient of Determination
Root Mean Square Error
Practice: RMSE
Solution: RMSE
8 Topics
Multiple Linear Regression
Overfitting
Polynomial Regression
Logistic Regression
Decision Trees
Regression Trees
Random Forests
Dealing with Missing Data
5 Topics
ANOVA - Basics and Assumptions
One-Way ANOVA
F-Distribution
Two-Way ANOVA – Sum of Squares
Two-Way ANOVA – F-Ratio and Conclusions
Certificate in Statistics and Mathematics for Analytics
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