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Candidates working across multiple industries can take up this certification to validate their skills. There are several ways available to become SAS Certified Specialist certified candidate. These include taking paid training courses from a few commercial vendors or enrolling in university programs that are dedicated to preparing students for this certification.
In order to be eligible for the SAS Certified Specialist exam, candidates should have at least 18 months of work experience in SAS programming. The exam is widely accepted in industries such as healthcare and pharmaceuticals, manufacturing, finance and insurance, retail/wholesale distribution, telecommunications, and information technology. Initially designed to cater to the needs of business managers who rely on SAS software for data analysis, the SAS Certified Specialist exam has become popular in other industries as well due to the rapid growth of the IT industry. SAS Institute A00-402 Dumps helps you in becoming a certified.
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The SAS Certified Specialist certification is a credential that has been designed to assess an individual's ability in using SAS software tools, applications, and procedures. It is a professional-level certification that validates the candidates' expertise in SAS programming.
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Overview of Supervised Machine Learning | 10-15% | - Basic concepts and terminology - Model overfitting, underfitting, and generalization - Prediction types and modeling goals |
| Topic 2: Model Assessment and Comparison | 15-20% | - Classification metrics: accuracy, precision, recall, F1, AUC - Interpreting model results and diagnostics - Profit/loss analysis and cutoff adjustment - Comparing models and selecting best performer - Regression metrics: RMSE, R-squared, MAE |
| Topic 3: Model Deployment | 5-10% | - Exporting score code - Registering and publishing models - Model scoring and operationalization |
| Topic 4: Data Preparation and Exploration | 20-25% | - Variable selection and reduction - Partitioning data into training, validation, and test sets - Handling missing values and outliers - Loading and accessing data sources - Data profiling and exploration - Feature engineering and transformation |
| Topic 5: Building Predictive Models | 25-30% | - Decision trees and tree ensembles - Regression models (linear, logistic) - Regularization and optimization methods - Using appropriate modeling nodes - Neural networks and deep learning basics |
| Topic 6: Creating and Managing Pipelines | 15-20% | - Managing pipeline flow and execution - Configuring and connecting nodes - Building pipelines in Model Studio - Using pipeline templates and automation |
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