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Course Outline

Foundational Principles of AI Agents on Google Cloud

  • Definition of AI agents and differentiation from chatbots and conventional AI applications
  • Standard operational use cases for agents within enterprise governance structures
  • Summary of Google Cloud services utilized in the development of agents for government purposes

Architectural Design of Agent Systems

  • Essential components of an agent: model, directives, tools, memory, and workflow
  • Selecting appropriate agent capability levels for specific institutional scenarios
  • Formulating precise directives and establishing foundational safety guardrails

Developing Agents using Vertex AI and Gemini

  • Configuring the Google Cloud environment for secure development
  • Leveraging Vertex AI and Gemini models to construct a basic agent for government applications
  • Validating prompts, outputs, and fundamental agent behaviors

Integrating Agents with Tools and Data Resources

  • Facilitating tool utilization through APIs and function calling mechanisms
  • Linking agents to authorized business data to ensure grounded responses for government operations
  • Enhancing system reliability, accuracy, and output quality

Deployment and Operational Management of Agents

  • Deployment strategies for agent solutions on Google Cloud infrastructure
  • Ongoing monitoring, logging, and performance evaluation of agent operations
  • Security protocols, access control, and responsible AI practices for government use

Practical Application and Strategic Planning

  • Implementation of a basic agent for a realistic public sector use case
  • Assessment of architectural decisions and potential areas for improvement
  • Strategic planning for pilot initiatives and continued technical development

Requirements

  • Fundamental understanding of cloud computing principles and web application architectures
  • Proficiency with APIs, JSON, and Google Cloud services or comparable cloud platforms
  • Basic programming experience in Python, JavaScript, or another contemporary language

Intended Audience

  • Developers seeking to implement AI agents on Google Cloud for government applications
  • Technical leads and solution architects evaluating agent-based solutions
  • Data and AI practitioners seeking practical experience with Vertex AI capabilities for public sector use
 7 Hours

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