Build vs Develop on LLM
Custom Chatbot
Time- Data collection, labeling, classification, NER models
Build
- Preprocessing
- Lower case
- Stemming, Lemmatization with POS Tags
- Entities, NER
Inference
- Intent
- Topic Classification
- Frame a response
Context - Limited to corpus
LLM Chatbot
Time - Prompts / Responses / Store / Retrieve
OpenAI
- Prompt
- Inference answers
Challenge
- Air Canada hallucinations use cases
- Context vs Hallucination
Keep Exploring!!!
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