Learn how to efficiently fine-tuning the Llama 3.1 model using Unsloth, LoRa, and QLoRa techniques.
LINKS:
Colab: https://tinyurl.com/bdzxhy5n
Unsloth: https://unsloth.ai/blog/llama3-1
Huggingface blog: https://huggingface.co/blog/mlabonne/...
Unsloth UI: https://tinyurl.com/24shjemu
Dataset: https://tinyurl.com/2jh5ajr3
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TIMESTAMPS:
00:00 Introduction to Open Weight Models
00:26 Fine-Tuning Lama 3 with UnSloth
00:46 Stages of Model Training
02:21 Supervised Fine-Tuning Techniques
04:43 Setting Up the Training Environment
06:07 Understanding LoRa and QLoRa
09:15 Data Preparation for Fine-Tuning
10:51 Training and Inference
12:46 Saving and Loading Models
13:40 UnSloth's Chat UI Demo
14:44 Conclusion and Next Steps
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