You are working as an AI engineer at Hostinger company. During the retrospective meeting of a product team, you heard that our domain tool is lacking a domain suggestion feature compared to market competitors. Competitors have a feature where domain names are suggested by the user-provided business description. You decided to conduct research and build a few proofs of concepts on how such a feature might be implemented.
You decided to test out a few possible solutions to a problem:
- Evaluate prompt engineering techniques.
- Create a small dataset and evaluate the fine-tuning approach with open-source LLMs.
After the experiments, you decided to:
- Write an API for the domains team to test one of your experiments (prompt engineering or fine-tuning).
- Prepare a document with your findings and experiments results.
- Write suggestions for the domains team on how to move further with feature implementation.
- Write code in Python programming language.
- All your experiments should be documented in a Notebook.
- Experiments should be reproducible, and fine-tuned models should be available for download.
- Bonus if you could deply the fine-tuned model.