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Remove fine tuning lab due to pivots in Docker Offload
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title: "Lab: Fine-Tuning Local Models"
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linkTitle: "Lab: Fine-Tuning Models"
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description: |
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Fine-tune AI models using Docker Offload, Docker Model Runner, and Unsloth
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in this hands-on interactive lab.
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summary: |
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Hands-on lab: Fine-tune, validate, and share custom AI models using Docker
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Offload, Unsloth, and Docker Model Runner.
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keywords: AI, Docker, fine-tuning, Docker Offload, Unsloth, Model Runner, lab, labspace
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aliases:
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- /labs/docker-for-ai/fine-tuning/
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params:
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tags: [ai, labs]
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time: 20 minutes
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resource_links:
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- title: Docker Model Runner docs
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url: /ai/model-runner/
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- title: Labspace repository
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url: https://github.com/dockersamples/labspace-fine-tuning
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---
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This lab provides a hands-on walkthrough of fine-tuning AI models using Docker
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Offload, Docker Model Runner, and Unsloth. Learn how to customize models for
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your specific use case, validate the results, and share them via Docker Hub.
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## What you'll learn
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- Use Docker Offload to fine-tune a model with GPU acceleration
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- Package and share the fine-tuned model on Docker Hub
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- Run the custom model with Docker Model Runner
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- Understand the end-to-end workflow from training to deployment
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## Modules
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| # | Module | Description |
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|---|--------|-------------|
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| 1 | Introduction | Overview of fine-tuning concepts and the Docker AI stack |
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| 2 | Fine-Tuning with Docker Offload | Run fine-tuning using Unsloth and Docker Offload |
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| 3 | Validate and Publish | Test the fine-tuned model and publish to Docker Hub |
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| 4 | Conclusion | Summary, key takeaways, and next steps |
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## Prerequisites
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- Docker Desktop with Docker Offload enabled
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- GPU access with Docker Offload cloud resources
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## Launch the lab
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Ensure you have Docker Offload running, then start the labspace:
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```console
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$ docker compose -f oci://dockersamples/labspace-fine-tuning up -d
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```
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Then open your browser to [http://localhost:3030](http://localhost:3030).
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