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SASInstitute A00-408 Exam Syllabus Topics:

SectionWeightObjectives
Identifying Text Patterns Using Natural Language Processing Techniques40-45%- Extract Terms and Concepts
  • 1. View document matches and similarity scores
  • 2. Explain the value of concepts
  • 3. Evaluate concept impact on the pipeline
  • 4. Create custom concepts
  • 5. Use predefined concepts
  • 6. Explore and interpret the term map
  • 7. Use include, exclude, and synonym lists
  • 8. Modify the term table and evaluate impact
- Analyze and Model Text Data
  • 1. Perform text categorization
  • 2. Interpret natural language processing results
  • 3. Identify text patterns
  • 4. Apply text analytics techniques
Identifying Text Patterns Using Computer Vision Techniques35-40%- Prepare and Process Images
  • 1. Apply image preprocessing techniques
  • 2. Perform image augmentation
  • 3. Load and manage image data
- Build and Evaluate Deep Learning Models
  • 1. Apply regularization and optimization methods
  • 2. Train convolutional neural networks
  • 3. Evaluate model performance
  • 4. Apply transfer learning techniques
  • 5. Score and classify images
Loading and Exploring Data18-22%- Create and Explore a Project in SAS Visual Text Analytics
  • 1. Explore the Documents Table
  • 2. Assign text and category roles
  • 3. Identify the default pipeline
  • 4. Export score code for new data
  • 5. Identify key features of the term table
- Load and Prepare Image Data
  • 1. Load labeled image data
  • 2. Prepare image data for modeling
  • 3. Augment image data
- Import Documents for Analysis
  • 1. Convert documents for analysis
  • 2. Explore and prepare documents
  • 3. Troubleshoot language encoding issues
  • 4. Minimize information loss when converting proprietary formats
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