How to Fine Tune Llama 3 for Better Instruction Following?
Skills:
Fine-tuning LLMs90%
๐ In today's video, I'm thrilled to guide you through the intricate process of fine-tuning the LLaMA 3 model for optimal instruction following! From setting up your environment to saving and uploading your customised model on Hugging Face, I'll cover everything you need to know. ๐ Whether you're a beginner or an experienced AI enthusiast, this tutorial is designed to enhance your skills and provide insights into the importance of model fine-tuning. ๐ค๐ก
Massed compute: https://bit.ly/mervin-praison
Coupon: MervinPraison (50% Discount)
Connect to Massed Compute after Deploy: https://www.cendio.com/thinlinc/download/
๐ What You'll Learn:
Setup and Configuration: How to prepare your system for fine-tuning.
Training the Model: Detailed steps on how to train your LLaMA 3 model using a specialized dataset.
Saving and Uploading: Best practices for saving your model and uploading it to Hugging Face for community use.
๐ Timestamps:
0:00 Introduction to Fine-Tuning LLaMA 3
0:53 Step-by-Step Setup and Configuration
3:19 Training the Model with Real Data
5:58 Evaluating the Model Pre and Post Training
7:25 Saving and Uploading the Model to Hugging Face
๐ Why Fine-Tune?
Fine-tuning allows you to adapt a base AI model to better understand and respond to specific instructions, drastically improving its accuracy and relevance in practical applications.
๐ Resources:
Patreon: https://patreon.com/MervinPraison
Ko-fi: https://ko-fi.com/mervinpraison
Discord: https://discord.gg/nNZu5gGT59
Twitter / X : https://twitter.com/mervinpraison
Code: https://mer.vin/2024/04/llama-3-fine-tune-with-custom-data/
๐พ Resources & Tools Mentioned:
Hugging Face ๐ค
Conda Environments
Python and IPython Packages
Weights & Biases for Tracking Metrics
Open Instruction Generalist Dataset
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#LLaMA3
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Chapters (5)
Introduction to Fine-Tuning LLaMA 3
0:53
Step-by-Step Setup and Configuration
3:19
Training the Model with Real Data
5:58
Evaluating the Model Pre and Post Training
7:25
Saving and Uploading the Model to Hugging Face
๐
Tutor Explanation
DeepCamp AI