Exam Name: SAS® Viya® Natural Language Processing and Computer Vision
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SASInstitute A00-408 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Loading and Exploring Data | 20% | - Create and explore a project in SAS Visual Text Analytics - Load and prepare image data - Import documents for analysis |
| Topic 2: Identifying Image Patterns Using Computer Vision Techniques | 38% | - Use fully connected layers in a CNN - Use convolutional layers in a Convolutional Neural Network (CNN) - Use pooling in a CNN - Score new image data - Use padding in a CNN - Tune CNN hyperparameters - Apply regularization techniques - Use output layers in a CNN |
| Topic 3: Identifying Text Patterns Using Natural Language Processing Techniques | 42% | - Use rules to identify documents belonging to specific categories - Use Recurrent Neural Networks (RNN) to recognize patterns - Use Topics Node to extract machine-generated topics - Write category rules - Use Concepts and Text Parsing Nodes to extract terms and concepts - Write concept rules |
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