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