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Course Outline

Fundamentals of AI Agents on Google Cloud

  • Definition of AI agents and differentiation from traditional chatbots and standard applications
  • Enterprise use cases relevant to public sector operations
  • Overview of Google Cloud infrastructure supporting agent development for government initiatives

Architecting Agent Solutions

  • Essential components: models, system instructions, tool integrations, memory, and workflow management
  • Aligning agent capabilities with specific mission requirements
  • Developing precise instructions and implementing operational guardrails

Development with Vertex AI and Gemini

  • Establishing the Google Cloud development environment
  • Constructing foundational agents using Vertex AI and Gemini models
  • Validating prompt engineering, output accuracy, and functional behavior

Integrating Tools and Data Sources

  • Enabling external tool access via APIs and function calling
  • Linking agents to authoritative data sources to ensure response grounding
  • Enhancing system reliability, contextual relevance, and output quality

Deployment and Operational Management

  • Available deployment models for agent solutions on Google Cloud
  • Monitoring performance metrics, logging activities, and conducting basic evaluations
  • Implementing security protocols, access controls, and responsible AI practices for government use

Hands-On Workshop and Strategic Planning

  • Constructing a functional agent addressing a representative business scenario
  • Evaluating architectural decisions and identifying optimization opportunities
  • Outlining next steps for pilot programs and continued professional development

Requirements

Prerequisites
A foundational comprehension of cloud computing principles and web application architectures is required.
Candidates should demonstrate familiarity with Application Programming Interfaces (APIs), JavaScript Object Notation (JSON), and Google Cloud services, or an equivalent cloud infrastructure platform.
Competency in a modern programming language, such as Python or JavaScript, is expected to facilitate effective code implementation for government operations.
Target Audience
Software developers tasked with constructing artificial intelligence agents within the Google Cloud ecosystem.
Technical leads and solution architects evaluating agent-based application strategies to support federal workflows.
Data scientists and AI practitioners seeking hands-on experience with Vertex AI agent capabilities for government initiatives.
 7 Hours

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