SASInstitute SAS Certified Associate: Applied Statistics for Machine Learning : A00-480
- Exam Code: A00-480
- Exam Name: SAS Certified Associate: Applied Statistics for Machine Learning
- Updated: Sep 27, 2026
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SASInstitute A00-480 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Explanatory Modeling Using Linear Regression | 18-24% | - Model assumptions and diagnostics - Interpretation of coefficients and output - Goodness of fit measures - Simple and multiple linear regression |
| Topic 2: Statistical Foundations of Machine Learning | 18-24% | - Model performance metrics - Bias-variance trade-off - Overfitting and model complexity - Cross-validation techniques |
| Topic 3: Fundamental Statistical Concepts | 17-21% | - Data types and measurement scales - Descriptive statistics and distributions - Hypothesis testing and confidence intervals - Probability concepts |
| Topic 4: Predictive Modeling Using Logistic Regression | 25-31% | - Interpretation of odds ratios - Model building and variable selection - Binary logistic regression model - Classification metrics and model evaluation |
| Topic 5: Statistics and Machine Learning | 9-12% | - Relationship between statistical methods and machine learning |
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