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Course Outline
Introduction to AI Agents
- Defining AI agents: What are they?
- Categorizing AI agents: Reactive, proactive, and hybrid models
- Real-world applications of AI agents
Foundational Design Principles
- Essential components of an AI agent
- Understanding interactions between agents and their environments
- An introduction to agent-based modeling
Developing Simple AI Agents
- Surveying tools and frameworks for AI agent creation
- Practical session: Building a basic chatbot with Rasa
- Refining and customizing agent behaviors
Advanced AI Agent Features
- Integrating natural language understanding capabilities
- Incorporating machine learning models
- Tailoring agent responses for personalization
Practical Applications
- Leveraging AI agents in customer service
- Utilizing virtual assistants for personal productivity
- Creating interactive educational tools
Performance Enhancement
- Improving agent efficiency
- Considerations for scalability
- Evaluating agent performance using KPIs
Ethical and Social Considerations
- Mitigating biases within AI agents
- Safeguarding privacy and data security
- Ensuring compliance with AI regulatory standards
Challenges and Future Trajectories
- Addressing scalability and performance constraints
- Navigating ethical considerations in AI agent deployment
- Tracking emerging trends in AI agent technology
Requirements
- A foundational grasp of artificial intelligence concepts
- Proficiency in Python programming
Target Audience
- AI enthusiasts
- IT professionals
14 Hours