Exam Name: SAS Viya 3.5 Supervised Machine Learning Pipelines
Certification Provider: SASInstitute
Corresponding Certification: SASInstitute Certification
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SASInstitute A00-402 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Creating and Managing Pipelines | 15-20% | - Managing pipeline flow and execution - Using pipeline templates and automation - Building pipelines in Model Studio - Configuring and connecting nodes |
| Overview of Supervised Machine Learning | 10-15% | - Model overfitting, underfitting, and generalization - Prediction types and modeling goals - Basic concepts and terminology |
| Model Assessment and Comparison | 15-20% | - Profit/loss analysis and cutoff adjustment - Classification metrics: accuracy, precision, recall, F1, AUC - Regression metrics: RMSE, R-squared, MAE - Interpreting model results and diagnostics - Comparing models and selecting best performer |
| Model Deployment | 5-10% | - Exporting score code - Model scoring and operationalization - Registering and publishing models |
| Data Preparation and Exploration | 20-25% | - Feature engineering and transformation - Handling missing values and outliers - Loading and accessing data sources - Partitioning data into training, validation, and test sets - Variable selection and reduction - Data profiling and exploration |
| Building Predictive Models | 25-30% | - Decision trees and tree ensembles - Regression models (linear, logistic) - Using appropriate modeling nodes - Regularization and optimization methods - Neural networks and deep learning basics |
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