AIUnlimited
๐ŸŒณ

AI Foundations

๐ŸŒฑ
AI Seeds

Start from zero

๐ŸŒฟ
AI Sprouts

Build foundations

๐ŸŒณ
AI Branches

Apply in practice

๐Ÿ•๏ธ
AI Canopy

Go deep

๐ŸŒฒ
AI Forest

Master AI

๐Ÿ”จ

AI Mastery

โœ๏ธ
AI Sketch

Start from zero

๐Ÿชจ
AI Chisel

Build foundations

โš’๏ธ
AI Craft

Apply in practice

๐Ÿ’Ž
AI Polish

Go deep

๐Ÿ†
AI Masterpiece

Master AI

๐Ÿ“˜

AI Practice

๐Ÿ“–
Understanding Open-Source Models

Fundamentals and resources for open-source models

๐ŸŽฏ
From Problem to Model Task

Converting business problems to model tasks

โšก
Running Your First Model

See your first results in 30 minutes

๐Ÿ”ง
Fine-Tuning and Evaluation

Fine-tune models and evaluate performance

๐Ÿš€
Application Systems

Build real-world AI applications

๐ŸŽจ
Generative AI

Explore open-source AIGC models

๐Ÿค–
Agents

Learn Agent frameworks and MCP tools

๐Ÿ“
Supplementary Fundamentals

LLM basics and evaluation

๐ŸŽ“

Claude Academy

๐Ÿค–
Claude 101

Learn AI basics with Claude

๐Ÿ’ป
Claude Code 101

Code with Claude as your pair programmer

๐Ÿค
Introduction to Claude Cowork

Collaborate with Claude on complex projects

โš™๏ธ
Claude Platform 101

Build apps with the Claude API

Lab

7 experiments loaded
๐ŸงฌNeural Network Sandbox๐Ÿค–AI or Human?๐Ÿฅ‹Prompt Engineering Dojo๐ŸAlgorithm Race๐Ÿง AI Trivia Challenge๐Ÿ—๏ธSystem Design Canvas
๐ŸŽฏMock InterviewEnter the Labโ†’
๐Ÿš€

Career Development

๐Ÿš€
Interview Launchpad

Start your journey

๐ŸŒŸ
Behavioral Mastery

Master soft skills

๐Ÿ’ป
Technical Interviews

Ace the coding round

๐Ÿค–
AI & ML Interviews

ML interview mastery

๐Ÿ†
Offer & Beyond

Land the best offer

Get Started
AIUnlimited

MIT Licence.

ๆฒชICPๅค‡18025655ๅท-11

Learn

  • AI Basics
  • AI Practice
  • Claude Academy
  • Lab
  • Career Development

Community

  • About
  • FAQ

Support

  • Terms of Service
  • Privacy Policy
  • Contact
๐Ÿ”ง Level 3

Fine-Tuning and Evaluation

Fine-Tuning and Evaluation

Fine-tune models and evaluate performance

4
Lessons
~5h
Duration
3/5
Level

๐ŸŽฏ What You'll Learn

  • โœ“Fine-tune models and evaluate performance

Prerequisites:

๐Ÿ‘ค Who Is This For?

Fine-tune models and evaluate performance

๐Ÿท๏ธ Topics Covered

๐Ÿงช

Try Our Interactive Experiments

Put theory into practice with hands-on AI experiments you can run right in your browser.

โ†’

๐Ÿ“š Lessons

1
๐Ÿ”ง

Training Data Preparation

ModelScope Cookbook Chapter 12 - How to Transform Business Materials into Trainable Data?

โฑ๏ธ 30mโ†’
2
๐Ÿš€

Fine-Tuning with ms-swift

ModelScope Cookbook Chapter 13 - Quickly Use ms-swift to Fine-Tune Open-Source Models

โฑ๏ธ 25mโ†’
3
Start First Lesson โ†’

๐Ÿ”’ Sign in to track progress and earn certificates

โ† Back to All Academics
๐ŸŽฏ

Preference Alignment

ModelScope Cookbook Chapter 14 - The Model Can Already Answer - Why Do We Need Preference Alignment?

โฑ๏ธ 20mโ†’
4
๐Ÿ“

Evaluating Fine-Tuned Models

ModelScope Cookbook Chapter 15 - How to Know If Fine-Tuning Actually Works? Test It!

โฑ๏ธ 25mโ†’