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Course Outline
Introduction to High-Dimensional Data for Government
- Understanding data dimensions in the context of government operations
- Importance in AI and machine learning for government applications
Basics of Vector Databases for Government
- What are vector databases and their relevance to public sector workflows?
- Key features and benefits tailored for government use
- Comparison between vector databases and traditional databases in a government setting
Working with Vector Data for Government
- Types of vector data used in government operations
- Basic operations on vectors to support governmental tasks
- Introduction to vector embeddings for government applications
Indexing and Searching for Government
- Simple indexing strategies for efficient data retrieval in government systems
- Performing basic similarity searches to enhance decision-making processes
- Use cases for similarity searches within government agencies
Vector Databases and AI for Government
- How vector databases support AI initiatives in the public sector
- Simple AI applications using vector databases to improve governmental services
- Future trends in vector databases and their potential impact on government operations
Hands-On Exercises for Government
- Creating a small vector database tailored to government needs
- Indexing and searching vector data to address specific governmental challenges
- Discussing real-world applications of vector databases in the public sector
Summary and Next Steps for Government
Requirements
- Familiarity with database principles
- No prior experience with machine learning required
Audience
- Software developers for government
- Database administrators for government
14 Hours
