Fantastic-tuning LLM with QLoRA on Single GPU: Coaching Falcon-7b on ChatBot Assist FAQ Dataset

Full textual content turorial (requires MLExpert Professional): https://www.mlexpert.io/prompt-engineering/fine-tuning-llm-on-custom-dataset-with-qlora

On this video, you may discover ways to of fine-tuning the Falcon 7b LLM (40b model is #1 on the Open LLM Leaderboard) on a customized dataset utilizing QLoRA. The Falcon mannequin is free for analysis and industrial use. We’ll use a dataset consisting of Chatbot buyer help FAQs from an ecommerce web site.

All through the video, we’ll cowl the steps of loading the mannequin, implementing a LoRA adapter, and conducting the fine-tuning course of. We’ll additionally monitor the coaching progress utilizing TensorBoard. To conclude, we’ll examine the efficiency of the untrained and educated fashions by evaluating their responses to varied prompts.

Discord: https://discord.gg/UaNPxVD6tvPut together for the Machine Studying interview: https://mlexpert.ioSubscribe: http://bit.ly/venelin-subscribe

Falcon LLM: https://falconllm.tii.ae/HuggingFace Open LLM Leaderboard: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard

00:00 – Introduction01:08 – Textual content Tutorial on MLExpert.io01:43 – Falcon LLM04:18 – Google Colab Setup05:32 – Dataset08:15 – Load Falcon 7b and QLoRA Adapter12:20 – Strive the Mannequin Earlier than Coaching14:40 – HuggingFace Dataset15:58 – Coaching20:38 – Save the Educated Mannequin21:34 – Load the Educated Mannequin23:19 – Analysis28:53 – Conclusion

#chatgpt #gpt4 #llms #artificialintelligence #promptengineering #chatbot #transformers #python #pytorch

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