Project: AI-assistant for Python programming

[KD3821]

Project Name

Python-AI-agent

Description

Python-AI-agent is based on fine-tuned Mistral 7B model. It is a Question-Answer app for assisting developers while they write their code in Python programming language.

Build

Yes

Train

Yes

Analyze

No

Challenge Topic / Topic Category

• Customized Information Extraction
• Education
• Enhancing Accessibility in Healthcare Through AI
• Mitigating Natural Disasters in a Changing Climate
• Reducing Food Waste Through AI-Powered Innovation
• other - World Issues
• other - Open-Source
• other - Scientific Computing
• other

Project Repository URL

https://github.com/KD3821/python_qa_agent

Deployed Endpoint URL

No response

Project Video File (not folder) Link (ensure viewer access)

https://drive.google.com/file/d/1ohn4ykPXDQ9JOxdGu8RT-JCe6V4pN_5I/view

Team Members

@KD3821

[naumnaum]

Hey there! Great project!
I'd suggest take into consideration models that were specifically pre-trained for code analysis and generation, rather than Mistral.
Also it's great that you've utilized Modal SDK for development of app - it's a great showcase of Modal's capabilities!
Please next time load dataset files not in parquet, but some format which is easier to re-use by others (i think basic JSON would work just great).
I think next time try to make a full fine-tune, rather than lora - it will affect the behaviour of model much more.
Overall my cheers and keep exploring this direction - code generation and analysis with fine-tuned LLMs has a great potential!

[KD3821]

Thank you for your feedback! 🙏
Great recommendations - sure I will follow! 🤗