Fine-Tuning Llama 3 on a Custom Dataset: Training LLM for a RAG Q&A Use Case on a Single GPU

Are you happy with your Large Language Model (LLM) performance on a specific task? If not, fine-tuning might be the answer. Even a simpler, smaller model can outperform a larger one if it's fine-tuned correctly for a specific task. In this video, you'll learn how to fine-tune Llama 3 on a custom dataset.
Model on HF: huggingface.co/curiousily/Lla...
Philipp Schmid Post: www.philschmid.de/fine-tune-l...
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00:00 - Why fine-tuning?
00:25 - Text tutorial on MLExpert.io
00:53 - Fine-tuning process overview
02:19 - Dataset
02:56 - Lllama 3 8B Instruct
03:53 - Google Colab Setup
05:30 - Loading model and tokenizer
08:18 - Create custom dataset
14:30 - Establish baseline
17:37 - Training on completions
19:04 - LoRA setup
22:25 - Training
26:42 - Load model and push to HuggingFace hub
28:43 - Evaluation (comparing vs the base model)
32:50 - Conclusion
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#llama3 #llm #rag #finetuning #promptengineering #chatgpt #chatbot #langchain #gpt4

[@venelin_valkov]

Full-text tutorial (requires MLExpert Pro): www.mlexpert.io/bootcamp/fine-tuning-llama-3-llm-for-rag What performance did you get with your fine-tuned model?

[@karthikb.s.k.4486]

How to buy monthly subscription please let me know any link for it? As the link says yearly need the link for monthly

[@TayyabAhmad007]

I trained it with 2 epochs and the result was amazing! Nice explanation btw!!

[@francycharuto]

Could you share your use case?

[@fardinahmadpor1225]

Thank you in have watch several videos on llama fine tuning With lots of differences you are the best ! Especially anout dataset and how you formatted it

[@MecchaKakkoi]

Great stuff as usual. Very useful info!

[@karthikeyakollu6622]

Im looking for this ❣️

[@mohammedaitkheri6200]

can we follow the same steps to finetuning another model LMM like Mistral AI ?

[@cchristoff]

Дали base model-a ще може да се тренира с двойки въпрос-отговор на Български?

[@TheRottweiler_Gemii]

Can we fine tune to 2bit model ?