Project 4: Chatbot Development
Build an intelligent chatbot using modern NLP techniques.
Difficulty
Advanced
Time Estimate
2-3 weeks
Skills You'll Practice
- NLP
- Sequence-to-Sequence
- Transformers
- Dialog Systems
Learning Objectives
- Build sequence-to-sequence models
- Implement attention mechanisms
- Use Transformer architectures
- Handle dialog management
- Evaluate conversational AI
Dataset
Custom dataset or Cornell Movie Dialog
Project Steps
- Prepare dialog dataset
- Build seq2seq model
- Add attention mechanism
- Implement Transformer
- Handle multi-turn conversations
- Deploy chatbot