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 Duration 7 hours

Course Outline

Foundations of AI Agents on Google Cloud

  • Defining AI agents and distinguishing them from traditional chatbots and standard AI applications.
  • Identifying common enterprise use cases for agent deployment.
  • Reviewing the key Google Cloud services relevant to agent development.

Designing Agent Architecture

  • Understanding core agent components: models, instructions, tools, memory, and workflows.
  • Selecting the appropriate level of agent capability for specific business scenarios.
  • Crafting effective instructions and establishing basic operational guardrails.

Building an Agent with Vertex AI and Gemini

  • Setting up the Google Cloud environment for development tasks.
  • Creating foundational agents using Vertex AI and Gemini models.
  • Testing prompts, responses, and basic agent behaviors to ensure functionality.

Connecting Agents to Tools and Data

  • Enabling tool usage through APIs and function calling mechanisms.
  • Linking agents to business data to generate grounded and accurate responses.
  • Enhancing system reliability, relevance, and overall response quality.

Deploying and Operating Agents

  • Evaluating deployment strategies for agent solutions on Google Cloud.
  • Implementing monitoring, logging, and basic performance evaluation techniques.
  • Addressing security, access control, and responsible AI considerations.

Practical Workshop and Next Steps

  • Developing a simple agent for a realistic business scenario.
  • Assessing design decisions and identifying opportunities for improvement.
  • Planning pilot projects and outlining paths for further learning.

Requirements

  • Fundamental knowledge of cloud computing principles and web application architecture.
  • Working familiarity with APIs, JSON, and Google Cloud services or comparable cloud platforms.
  • Basic proficiency in programming with Python, JavaScript, or another contemporary language.

Target Audience

  • Developers looking to implement AI agents on the Google Cloud platform.
  • Technical leads and solution architects evaluating agent-based application architectures.
  • Data and AI practitioners seeking hands-on experience with Vertex AI's agent capabilities.

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