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Course Outline
Introduction to Mistral Multimodal Models for Government
- Overview of Mistral Medium and its multimodal capabilities
- OCR/document models and their use cases in government workflows
- Integration with open-source ecosystems for enhanced governance and accountability
OCR and Vision Pipelines for Government
- Fundamentals of OCR with Mistral models
- Preprocessing images and scanned documents to ensure data integrity
- Extracting structured text from images for efficient information management
Document Understanding for Government
- Designing NLP pipelines tailored for government documents
- Entity recognition, summarization, and classification to enhance document processing
- Cross-modal linking of text and vision data to improve data integration
Search and Knowledge Applications for Government
- Vision-text search systems to facilitate rapid information retrieval
- Building semantic search capabilities using OCR outputs for enhanced document management
- Enterprise document repositories to support comprehensive record-keeping
Assistive and Interactive Applications for Government
- UI design for multimodal assistants to improve user experience in government services
- Accessibility applications, such as vision-to-text, to ensure inclusivity
- Real-world productivity tools to streamline government operations
Performance and Optimization for Government
- Scaling multimodal pipelines to meet the demands of large-scale government projects
- Inference performance tuning to optimize resource utilization
- Evaluating accuracy and efficiency trade-offs to ensure reliable service delivery
Case Studies and Future Directions for Government
- Industry applications of multimodal AI in government contexts
- Research trends in OCR and document AI relevant to public sector needs
- Responsible AI considerations in vision-text tasks to ensure ethical use and compliance
Summary and Next Steps for Government
Requirements
- An understanding of natural language processing concepts for government applications
- Experience with Python and machine learning frameworks
- Familiarity with the basics of computer vision
Audience
- Product teams within the public sector
- Machine learning researchers for government agencies
- Applied machine learning engineers for government projects
14 Hours
