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Course Outline
Introduction to Mistral Multimodal Models for Government
- Overview of Mistral Medium and its multimodal capabilities for government use
- Optical Character Recognition (OCR) and document models, along with relevant use cases for government operations
- Integration with open-source ecosystems to enhance government technology stacks
OCR and Vision Pipelines for Government
- Fundamentals of OCR using Mistral models in a governmental context
- Preprocessing images and scanned documents for efficient government processing
- Extracting structured text from images to improve data management in government agencies
Document Understanding for Government Operations
- Designing Natural Language Processing (NLP) pipelines tailored for governmental document workflows
- Entity recognition, summarization, and classification techniques applicable to government documents
- Cross-modal linking of text and vision data to enhance document understanding in government settings
Search and Knowledge Applications for Government
- Vision-text search systems designed for government databases
- Building semantic search capabilities with OCR outputs to improve information retrieval in government repositories
- Managing and optimizing enterprise document repositories for government agencies
Assistive and Interactive Applications for Government
- User interface design for multimodal assistants tailored to government users
- Accessibility applications, such as vision-to-text tools, to support governmental inclusivity initiatives
- Real-world productivity tools for enhancing government efficiency and service delivery
Performance and Optimization for Government
- Scaling multimodal pipelines to meet the demands of large-scale government operations
- Inference performance tuning to ensure efficient and effective use of resources in government settings
- Evaluating accuracy and efficiency trade-offs to optimize governmental AI applications
Case Studies and Future Directions for Government
- Industry applications of multimodal AI relevant to government operations
- Research trends in OCR and document AI with implications for government practices
- Responsible AI considerations in vision-text tasks to ensure ethical and transparent use in government
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 fundamentals of computer vision
Audience
- Product development teams
- Machine learning researchers
- Applied machine learning engineers
14 Hours