How To Fine-Tune the Alpaca Model For Any Language | ChatGPT Alternative

In this video I will show you how to fine-tune the Alpaca model for any language. And it only costs $3! How did I figure this out? Watch the whole video to understand. I'll show you how to translate the cleaned Alpaca dataset. We will then use the translated dataset to fine-tune the Alpaca model (not the LLaMA model) for our desired language. For this, we will either use DeepL or ChatGPT. Also, I will show you how to evaluate the quality of your fine-tuned model. Last but not least you will learn how you can interact with your fine-tuned model in a UI. As always, if you have any questions, don't hesitate to reach out. Enjoy! :-)


My Medium Article for This Video:
  / 370f63753f94  

Medium Article Showing the Evaluation Results:
  / 8e363a0a99ca  

GitHub Repository for This Video:
https://github.com/thisserand/alpaca-...


00:00:00 Intro
00:01:52 Calculating Estimated Costs
00:09:03 Decision Making
00:10:03 Creating A Subset Dataset
00:12:00 Dataset Translation
00:17:36 Fine-Tuning the Alpaca Model
00:26:15 Model Inference
00:27:18 How Much Training Data Do We Need?
00:31:24 Evaluation
00:37:32 Outro


References:
Self-Instruct Repository: https://github.com/yizhongw/self-inst...
Alpaca Blog Post: https://crfm.stanford.edu/2023/03/13/...
Alpaca Repository: https://github.com/tatsu-lab/stanford...
Alpaca-LoRA: https://github.com/tloen/alpaca-lora
AlpacaDataCleaned Repository: https://github.com/gururise/AlpacaDat...
GPT-3.5 Documentation: https://platform.openai.com/docs/mode...
OpenAI API Introduction: https://platform.openai.com/docs/guid...
DeepL Pricing: https://www.deepl.com/pro-api
LLaMA Paper: https://arxiv.org/pdf/2302.13971.pdf
Is ChatGPT A Good Translator? Paper: https://arxiv.org/pdf/2301.08745v2.pdf
OpenAI Pricing: https://openai.com/pricing
vast.ai: https://vast.ai/


Stay in Touch

Medium
  / martin-thissen  

LinkedIn
  / mthissen135  

YouTube
Of course, feel free to subscribe to my channel! :-)


Of course, financial support is completely voluntary, but I was asked for it:
  / martinthissen  
https://ko-fi.com/martinthissen