CERTIFIED INFORMATION SYSTEMS AUDITOR
COURSE MODULES:
- Introduction to R Language
• Programming Statistical Graphics
• Programming With R
• Simulation
• Computational Linear Algebra
• Numerical Optimization
Data Manipulation:
• Data In R
• Reading and Writing Data
• R and Databases
• Dates
• Factors
• Subscribing
• Character Manipulation
• Data Aggregation
• Reshaping Data
Statistical Applications:
• Basics
• The R Environment
• Probability and Distributions
• Descriptive Statistics and Graphics
• One- And Two-Sample Tests
• Regression and Correlation
• Analysis of Variance and The Kruskal–Wallis Test
• Tabular Data
• Power and The Computation of Sample Size
• Advanced Data Handling
• Multiple Regression
• Linear Models
• Logistic Regression
• Survival Analysis
• Rates and Poisson Regression
• Nonlinear Curve Fitting
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