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Course Outline

Foundations of Agentic AI

  • Defining agentic AI and distinguishing it from conventional AI systems
  • An overview of reasoning mechanisms, memory structures, and goal-oriented architectures
  • Key use cases and their applications across various industries

Essential Concepts and Architectural Patterns

  • The agent loop: encompassing perception, reasoning, and action
  • Comparing single-agent versus multi-agent configurations
  • Interacting with environments and invoking external tools

Basics of Prompt Engineering

  • Crafting effective prompts to support reasoning and task breakdown
  • Leveraging examples, constraints, and role definitions for enhanced control
  • Systematically debugging and refining prompts

Developing Basic Agentic Workflows

  • Creating an agent loop implementation in Python
  • Connecting agents to APIs and simple utility tools
  • Handling agent state and memory management

Ethical Design and Safety Protocols

  • Examining ethical implications and responsible deployment of agents
  • Addressing bias, transparency, and accountability within AI systems
  • Implementing access control, data security, and content safety measures

Practical Project: Engineering a Responsible Agent

  • Establishing the problem scope and project goals
  • Creating the prompt strategy and control logic
  • Testing, tuning, and assessing agent performance

Requirements

  • A foundational grasp of artificial intelligence or machine learning principles
  • Comfort with Python syntax and basic scripting
  • Practical experience handling data or working with API-driven applications

Target Audience

  • Data scientists beginning their exploration of agentic AI development
  • Junior machine learning engineers looking to apply agent-based architectures
  • Tech leaders aiming to comprehend agent design principles and safety standards
 14 Hours

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