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SASInstitute A00-401 Exam Overview:

Certification Vendor:SAS Institute
Exam Name:SAS Viya 3.4 Supervised Machine Learning Pipelines
Exam Number:A00-401
Related Certifications:SAS Certified Specialist: Machine Learning Using SAS Viya
Exam Format:Multiple Choice, Short Answer
Real Exam Qty:50-60
Exam Duration:100 minutes
Available Languages:English, Japanese
Exam Price:$180 USD
Exam Way:Pearson VUE testing centers or Pearson VUE online proctored exam.
Pre Condition:No formal prerequisite exam required. Candidates should have practical experience with SAS Viya, machine learning concepts, data preparation, model building, assessment, and deployment.
Official Syllabus URL:https://www.sas.com/en_us/certification/credentials/advanced-analytics/machine-learning-using-sas-viya.html

SASInstitute A00-401 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Preparation20%- Prepare data for modeling
  • 1. Handle missing values
  • 2. Perform variable selection and feature engineering
  • 3. Transform and standardize variables
  • 4. Create derived variables and features
Topic 2: Model Assessment and Deployment20%- Evaluate and deploy models
  • 1. Compare competing models
  • 2. ROC and lift analysis
  • 3. Publish and deploy models
  • 4. Assess model performance metrics
  • 5. Select champion models
Topic 3: Building Models35%- Develop supervised machine learning models
  • 1. Support vector machines
  • 2. Forest models
  • 3. Neural networks
  • 4. Model tuning and comparison
  • 5. Decision trees
  • 6. Gradient boosting
Topic 4: Data Sources and Data Exploration25%- Access and manage data sources
  • 1. Identify data quality issues
  • 2. Understand metadata and project structure
  • 3. Explore data distributions and relationships
  • 4. Import and load data into SAS Viya

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