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SASInstitute A00-402 - SAS Viya 3.5 Supervised Machine Learning Pipelines

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A00-402 Braindumps VCE
  • Exam Code: A00-402
  • Exam Name: SAS Viya 3.5 Supervised Machine Learning Pipelines

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SAS Certified Specialist (A00-402) Exam Format

  • Exam Duration: 100 minutes to complete the exam.

  • Passing Score: Must achieve a score of 65 percent correct to pass

  • Exam Length: 50-55 Questions

  • Language: English

  • Exam Format: Multiple choice and Short-answer questions

SAS Viya 3.5 Supervised Machine Learning Pipelines A00-402 exam vce dumps preparation

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SASInstitute A00-402 Exam Syllabus Topics:

SectionWeightObjectives
Creating and Managing Pipelines15-20%- Building pipelines in Model Studio
- Managing pipeline flow and execution
- Using pipeline templates and automation
- Configuring and connecting nodes
Building Predictive Models25-30%- Decision trees and tree ensembles
- Using appropriate modeling nodes
- Neural networks and deep learning basics
- Regularization and optimization methods
- Regression models (linear, logistic)
Model Assessment and Comparison15-20%- Profit/loss analysis and cutoff adjustment
- Classification metrics: accuracy, precision, recall, F1, AUC
- Regression metrics: RMSE, R-squared, MAE
- Comparing models and selecting best performer
- Interpreting model results and diagnostics
Data Preparation and Exploration20-25%- Variable selection and reduction
- Feature engineering and transformation
- Handling missing values and outliers
- Loading and accessing data sources
- Partitioning data into training, validation, and test sets
- Data profiling and exploration
Model Deployment5-10%- Registering and publishing models
- Exporting score code
- Model scoring and operationalization
Overview of Supervised Machine Learning10-15%- Model overfitting, underfitting, and generalization
- Prediction types and modeling goals
- Basic concepts and terminology

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