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Expand Up @@ -13,22 +13,22 @@ We, at Georgian, are moving fast to experiment with both open-source and closed-

## What's in it for you?

For each of the above 4 pillars, we are sharing our codebase and insights to:
For each of the above four pillars, we are sharing our codebase and insights to:
- Assist you to leverage LLMs for your business needs and challenges
- Decide which LLM best suites your needs from a performance and cost perspective
- Boost reproducibility efforts that are becoming increasingly difficult with LLMs
- Decide which LLM suits your needs from a performance and cost perspective
- Boost reproducibility efforts which are becoming increasingly difficult with LLMs

We are providing scripts that are ready-to-use for:
- Finetuning LLMs on your proprietary dataset via PeFT methodologies such as LoRA and Prefix Tuning!
- Performing hyperparameter optimization to get the maximum performance out of these models!
- Finetuning LLMs on your proprietary dataset via PeFT methodologies such as LoRA and Prefix Tuning
- Performing hyperparameter optimization to get the maximum performance out of these models

## What's the best way to use this repository?

Go over to the LLM-specific directory that you are interested in, and go over the ```README.md```. We have elaborated everything you need to know about the LLM, followed by performance results on open-source datasets!
Go over to the LLM-specific directory that you are interested in, and open the ```README.md```. We have included everything you need to know about the LLM, followed by performance results on open-source datasets!

## Roadmap

We are trying our best to perform extensive experiments on all LLMs. To that end, this is a tentative roadmap of LLMs that we aim to cover in the future:
Our plan is to perform these experiments on all the LLMs below. To that end, this is a tentative roadmap of the LLMs that we aim to cover:

- [x] Flan-T5
- [ ] Falcon (landing very soon!)
Expand All @@ -48,4 +48,4 @@ If you have any questions or issues, or would like to contribute to this reposit
- Kyryl Truskovskyi ([Email]([email protected]) | [LinkedIn](httpg/ca.linkedin.com/in/kyryl-truskovskyi-275b7967))
- Maria Ponomarenko ([Email]([email protected]) | [LinkedIn](httpg/ca.linkedin.com/in/maria-ponomarenko-71b465179))

If you found this repository helpful, please leave a :star:. It helps ensure the AI research community can also benefit from & contribute to this repository!
If you found this repository helpful, please leave a :star:. It helps others in the AI research community to find, benefit from & contribute to this repository!