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Duration 14 hours
Course Outline
Introduction to AI Agents
- Defining AI agents
- Categorising AI agents: Reactive, proactive, and hybrid
- Real-world applications of AI agents
Basic Design Principles
- Essential components of an AI agent
- Interaction between agents and their environment
- An introduction to agent-based modeling
Building Simple AI Agents
- An overview of tools and frameworks for AI agent development
- Practical session: Developing a basic chatbot using Rasa
- Customising agent behaviours
Advanced AI Agent Capabilities
- Integrating natural language understanding
- Incorporating machine learning models
- Tailoring agent responses
Practical Use Cases
- AI agents in customer service
- Virtual assistants and personal productivity tools
- Interactive educational resources
Performance Optimization
- Improving agent efficiency
- Considerations for scalability
- Assessing agent success through KPIs
Ethical and Social Implications
- Mitigating biases in AI agents
- Safeguarding privacy and data security
- Adhering to AI regulations
Challenges and Future Directions
- Limitations regarding scalability and performance
- Ethical considerations in deploying AI agents
- Emerging trends in AI agent technology
Requirements
- A foundational understanding of artificial intelligence concepts
- Proficiency in Python programming
Audience
- AI enthusiasts
- IT professionals