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Overview of Conversational AI
In this guide, you will build a basic chatbot from scratch.
Prerequisites
- Python 3.8+
- Basic NLP knowledge
Environment Setup
Prepare your development environment.
Installing Rasa
bash\npip install rasa
Project Structure
Explain folder layout and important files.
Designing the Dialogue
Plan intents, entities, and responses.
Intents
Define user goals such as greet
and ask_weather
.
Entities\nSpecify parameters like `location` or `date`.
Implementing the Agent
Write the code for NLU and response selection.
NLU Training Data
Show sample nlu.yml
snippets.
Response Templates
Configure replies in domain.yml
.
Testing and Deployment
Evaluate your chatbot and deploy.
Interactive Testing
Use Rasa’s interactive mode to refine dialogues.
Deployment Options
Containerize with Docker or host on a cloud service.

About Carol Lee
Productivity Coach