Course Outline

Introduction to Ollama in Finance for Government

  • Understanding local LLM deployment for government use
  • Benefits of on-device AI in financial operations for government agencies
  • Key capabilities and limitations of Ollama for government applications

Setting Up Ollama for Financial Environments for Government

  • System setup and model installation for government systems
  • Configuration techniques tailored for financial tasks in the public sector
  • Managing secure environments to meet government standards

Core Finance Use Cases for Government

  • Automated financial reporting for government agencies
  • Risk assessment and analysis assistance in public sector finance
  • Market summarization and insights for government decision-making

Customizing and Fine-Tuning Models for Government

  • Prompt engineering for finance scenarios specific to government operations
  • Domain-specific data enhancement for public sector applications
  • Balancing accuracy and performance in government contexts

System Integration and Automation for Government

  • API connections and workflows tailored for government systems
  • Integration with financial systems and tools used by government agencies
  • Scripting for automated financial processes in the public sector

Governance, Security, and Compliance for Government

  • Ensuring data confidentiality in government operations
  • Compliance with financial regulations specific to government entities
  • Best practices for secure deployment in the public sector

Model Evaluation and Validation for Government

  • Accuracy measurement techniques for government models
  • Risk mitigation and validation workflows designed for government use
  • Continuous model improvement to meet public sector needs

Operational Deployment and Support for Government

  • Monitoring and optimization strategies for government operations
  • Versioning and updating models in the public sector
  • Resolving common technical issues in government systems

Summary and Next Steps for Government

 14 Hours

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