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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
13.
Maintenance and Continuous Improvement
13.1.
Model Maintenance
13.1.1.
Model Retraining
13.1.2.
Data Drift Detection
13.1.3.
Performance Degradation Monitoring
13.1.4.
Version Control
13.2.
Content Management
13.2.1.
Intent Updates
13.2.2.
Response Refinement
13.2.3.
Knowledge Base Updates
13.2.4.
Dialogue Flow Optimization
13.3.
Feedback Integration
13.3.1.
User Feedback Processing
13.3.2.
Error Analysis
13.3.3.
Improvement Prioritization
13.3.4.
Iterative Development
13.4.
Scaling Considerations
13.4.1.
Traffic Growth Management
13.4.2.
Feature Expansion
13.4.3.
Multi-Language Support
13.4.4.
Performance Optimization
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12. Monitoring and Analytics
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14. Advanced Topics