Meet the AI Engineer who Fine-tuned Mistral 7B on Personal Journals [Harper Carroll Expert Tutorial]
In this Expert Tutorial, Harper S Carroll (Head of AI/ML) from Brev Dev teaches us how to fine-tune Mistral AI 7B parameter on our personal data. This tutorial goes through many fine-tuning intricacies such as Dataset Preparation, Model Validation and so on.
🚀 Timestamp 🚀
00:00 Intro
00:46 Dataset Preparation for Mistral Fine-Tuning
02:52 GPU Setup
03:40 FineTune Mistral 7B
06:52 Tokenization - Deep Dive
11:15 LoRA - Deep Dive
13:01 Weights & Biases Setup
13:14 Finetuning Mistral 7B on custom data
14:46 OverFitting
17:36 Fine-Tuned Model Validation
17:50 Fine-Tuned Mistral Demo
🔗 Links from the Expert 🔗
Notebook: https://github.com/brevdev/notebooks/...
Notebook to fine-tune on a HF dataset: https://github.com/brevdev/notebooks/...
How QLoRA works: https://brev.dev/blog/how-qlora-works
Join the BrevDev Discord: https://discord.com/invite/NVDyv7TUgJ
Find Harper on X: https://x.com/HarperSCarroll
How to Fine-Tune Mistral 7B on Your Own Data
https://youtu.be/kmkcNVvEz-k
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2023-10-25T06:00:16Z1280
https://www.youtube.com/embed/ztPoCymwIp0