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Course Outline
Introduction to AI Agents
- Defining AI agents
- Categorizing AI agents: Reactive, proactive, and hybrid models
- Real-world applications of AI agents
Core Design Principles
- Essential components of an AI agent
- The interaction between agents and their environment
- An introduction to agent-based modeling
Developing Simple AI Agents
- An overview of development tools and frameworks
- Practical exercise: Building a basic chatbot with Rasa
- Tailoring agent behaviors
Advanced AI Agent Features
- Integrating natural language understanding
- Incorporating machine learning models
- Personalizing agent responses
Practical Applications
- AI agents in customer service contexts
- Virtual assistants and personal productivity enhancements
- Interactive educational resources
Optimizing Performance
- Improving agent efficiency
- Considerations for scalability
- Evaluating agent success through KPIs
Ethical and Social Considerations
- Mitigating biases within AI agents
- Safeguarding privacy and data security
- Adhering to AI regulatory frameworks
Challenges and Future Trends
- Limitations regarding scalability and performance
- Ethical aspects of AI agent deployment
- Evolving trends in AI agent technology
Requirements
- A foundational understanding of artificial intelligence concepts
- Knowledge of Python programming
Target Audience
- AI enthusiasts
- IT professionals
14 Hours