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Computer Science
Software Engineering
Chatbot Development
1. Introduction to Chatbots
2. Foundational Technologies
3. Core Components of Conversational AI
4. Chatbot Design Principles
5. Development Methodologies
6. Building NLU Systems
7. Dialogue Management Systems
8. Large Language Models in Chatbots
9. Development Tools and Platforms
10. Integration and Deployment
11. Testing and Quality Assurance
12. Monitoring and Analytics
13. Maintenance and Continuous Improvement
14. Advanced Topics
15. Ethics and Responsible AI
7.
Dialogue Management Systems
7.1.
State Representation
7.1.1.
Slot-Value Pairs
7.1.2.
Frame-Based Representation
7.1.3.
Graph-Based States
7.2.
State Tracking
7.2.1.
Rule-Based Tracking
7.2.2.
Statistical Tracking
7.2.3.
Neural State Tracking
7.3.
Policy Learning
7.3.1.
Imitation Learning
7.3.2.
Reinforcement Learning
7.3.2.1.
Reward Design
7.3.2.2.
Exploration Strategies
7.3.2.3.
Policy Gradient Methods
7.3.3.
Hybrid Policies
7.4.
Context Management
7.4.1.
Short-Term Memory
7.4.2.
Long-Term Memory
7.4.3.
User Modeling
7.4.4.
Session Management
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6. Building NLU Systems
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8. Large Language Models in Chatbots