top of page

Go- Gourmet!

chef.webp

"Name a Restaurant!"

Fine-Tuning MISTRAL 7B for a retaining uniform structure

Go-Gourmet Fine-Tuned Mistral 7B Model

Overview

The Go-Gourmet model is a fine-tuned version of the `mistralai/Mistral-7B-Instruct-v0.2` base model with 32k context window, specifically trained to generate structured restaurant cards based on an input of a restaurant name and location. The model has been fine-tuned using a custom dataset of restaurant information to capture relevant details such as cuisine, opening times, location, rating, average price, best dishes, pre-booking requirements, dress code, and website.

 

Model Details

  • Base Model: "mistralai/Mistral-7B-Instruct-v0.2"

  • Fine-Tuned Model: "Sadiah/Go-Gourmet"

  • Fine-Tuning Dataset: Custom dataset of restaurant information `Sadiah/Go-Gourmet`.

  • Fine-Tuning Approach: `QLoRA` and `SFT Trainer`

  • Model Size: The model retains the same size and architecture as the original Mistral base model.

 

Intended Use

The Go-Gourmet Fine-Tuned Mistral Model is designed to generate structured restaurant cards based on an input of a restaurant name and location. It can be used for various purposes, such as:

  • Generating informative restaurant cards for food and travel applications

  • Providing quick and structured information about restaurants to users

  • Enhancing natural language processing applications related to the food and hospitality industry

Limitations and Considerations

  • The model's outputs are generated based on patterns and characteristics learned from the fine-tuning dataset. While it aims to provide accurate and relevant information, the generated restaurant cards may not always be perfect or up-to-date.

  • The model relies on the quality and comprehensiveness of the fine-tuning dataset. If certain details or categories are missing from the dataset, the model may not be able to generate them accurately.

  • The generated restaurant cards should be used as a starting point and should be verified with official sources

Contact and Feedback

If you have any questions, feedback, or concerns regarding the Go-Gourmet Fine-Tuned Mistral Model, please contact me at https://www.sadiahzahoor.com/contact .

bottom of page