AI Engineering: Fine-Tuning LLMs

Overview

Master the art of fine-tuning GPT models with this hands-on AI engineering course. Learn to adapt large language models to your needs and build smarter, more personalized AI tools.Customizing LLMs for your own purposes whether you're in finance, law, tech, or anything elseHow to prepare datasets for LLM fine-tuningThe training process behind GPT models and how they learnFine-tuning GPT models using OpenAI's APIPrompt engineering vs fine-tuning:

when to use eachCreating targeted, personalized outputs from GPTs

Syllabus

•   Introduction
Introduction
Why Fine-Tuning?
Exercise: Meet Your Classmates and Instructor
[ACTION] Download the Course Resources
•   Fine-Tuning a GPT-4.1 Model
Fine-Tuning Setup
Preparing Data for Fine-Tuning
Fine-Tuning Step by Step
Generating the Prompt
Function to Structure Data
Creating JSONL Files
Upload Data to OpenAI API
Fine-Tuning a GPT Model
Debugging the Fine-Tuning Job
Evaluating Fine-Tuned Models
Testing the Fine-Tuned Model
What's Next?
•   Where To Go From Here?
Review This Byte!

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Taught by

Diogo Resende

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Subjects

Computer Science