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Duration 14 hours
Course Outline
Introduction to AI Agents
- Defining AI agents
- Categorizing AI agents: reactive, proactive, and hybrid models
- Real-world applications of AI agents
Foundational Design Principles
- Core components of an AI agent
- Interactions between agents and their environment
- An introduction to agent-based modeling
Constructing Simple AI Agents
- Overview of development tools and frameworks for AI agents
- Practical session: Building a basic chatbot using Rasa
- Customizing agent behavior
Advanced AI Agent Features
- Integrating natural language understanding
- Connecting machine learning models
- Tailoring agent responses for personalization
Practical Application Scenarios
- Deploying AI agents in customer service
- Utilizing virtual assistants and productivity tools
- Creating interactive educational resources
Optimizing Performance
- Improving agent efficiency
- Considerations for scalability
- Assessing agent success through KPIs
Ethical and Societal Impact
- Mitigating biases in AI agents
- Safeguarding privacy and data security
- Adhering to AI regulatory standards
Challenges and Future Outlook
- Navigating scalability and performance constraints
- Ethical factors in AI agent deployment
- Emerging trends in AI agent technology
Requirements
- A foundational understanding of artificial intelligence concepts
- Basic proficiency in Python programming
Target Audience
- Enthusiasts of AI technology
- IT industry professionals
