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| Section | Objectives |
|---|---|
| Topic 1: SAS Viya Environment and Data Handling | - Data ingestion and preparation in CAS (Cloud Analytic Services) - SAS Viya architecture and workflow concepts - Working with structured and unstructured data |
| Topic 2: Machine Learning and Model Development in Viya | - Model selection and tuning - Model training and evaluation - Supervised learning models |
| Topic 3: Natural Language Processing (NLP) | - Text preprocessing and normalization - Text feature extraction and representation - Topic modeling and semantic analysis - Sentiment analysis and text classification |
| Topic 4: Model Deployment and Operationalization | - Deploying models in SAS Viya - Monitoring and performance evaluation |
| Topic 5: Computer Vision | - Image data preprocessing - Feature extraction from images - Object detection and recognition concepts - Image classification techniques |
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