CodeFriends
Courses
Demo
Projects
Pricing
More
Get Started
Materials
Beginner
3 Chapters · 31 Lessons
Hands-on Learning with Fine-tuning
Start
My Courses
Chapter 1
Hands-on Learning with Fine-Tuning
Lessons
Conversing with a Tudor Queen
What is a Base Model?
What Steps Are Involved in Fine-Tuning?
Creating a Model with a Unique Tone (A 50s Texan Lady)
Designing JSONL Datasets for Fine-tuning
Augmenting Data with AI
Validating the Fine-Tuning Dataset
Tuning Hyperparameters
Getting Started with Fine-Tuning
Conversing with a Fine-Tuned Model
Comparing Base Model vs Fine-Tuned Model
Multiple-choice quiz
Chapter 2
What should you review after learning?
Lessons
Evaluating Fine-Tuned Models
Understanding Overfitting in Detail
Understanding Underfitting in Detail
What is Training Instability?
What is Imbalanced Data?
What is Transfer Learning?
Fill-in-the-blank quiz
Reference AI Training Code Example - Part 1
Reference AI Training Code Example - Part 2
How to Deploy a Fine-Tuned Model
Chapter 3
Fine-Tuning Playground
Lessons
Creating an MBTI Dataset
Setting Hyperparameters
Start MBTI Fine-Tuning
Testing the Fine-Tuned Model
Chat Freely with MBTI Type-specific Models
Fine-Tuning Learning Resources and Communities
Fine-tuning Review
Multiple-choice quiz
Conclusion