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