Watch EASIEST Way to Fine-Tune a LLM and Use It With Ollama Video Tutorial


Tutorial Details & Info

Tutorial Title: EASIEST Way to Fine-Tune a LLM and Use It With Ollama
Instructor / Channel: Warp
Lesson Runtime: 05:18 Minutes
Publish Date: September 12, 2024
Total Students / Views: 827,924 views

Master the concepts in EASIEST Way to Fine-Tune a LLM and Use It With Ollama created by Warp. This full video course has a total duration of 05:18 minutes with crystal clear HD video and audio quality. Access this full online lesson without any subscription or sign-up required.

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Course Description & Lesson Notes

Official Video Description:

In this video, we go over how you can fine-tune Llama 3.1 and run it locally on your machine using Ollama! We use the open source repository "Unsloth" to do all of the fine tuning on an SQL dataset! Throughout this video, we discuss the ins and outs of what fine-tuning an LLM is, how you can work with your data so that the LLM can process it and then importing it into Ollama for you to run locally on your machine! Ollama is available on all platforms! Dataset used: https://huggingface.co/datasets/gretelai/synthetic_text_to_sql Ollama: https://github.com/ollama/ollama Unsloth: https://github.com/unslothai/unsloth Make sure you follow for more content! ___________________________ Try Warp now for FREE 👉 bit.ly/warpdotdev Twitter 🐦 https://twitter.com/warpdotdev TikTok 📱 https://www.tiktok.com/@warp.dev TIMESTAMPS 0:00 Intro 0:10 Getting the dataset 0:45 The Tech Stack 1:18 Installing Dependencies 1:48 Fast Language Model Explained 2:35 LORA Adaptes Explained 3:02 Converting your data to fine-tune 3:36 Training the Model.... 4:01 Converting to Ollama compatibility 4:11 Creating a Modelfile for Ollama 4:50 Final Output! 5:01 Check out Ollama in 2 minutes!

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for EASIEST Way to Fine-Tune a LLM and Use It With Ollama taught by Warp. This tutorial provides a comprehensive walkthrough designed to take you from foundational principles to practical implementation.

💡 Key Topics Covered in This Course:

  • Core Fundamentals & Setup: Understanding the workspace, essential tools, and initial setup for EASIEST Way to Fine-Tune a LLM and Use It With Ollama.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by Warp with real-world examples.
  • Best Practices & Key Shortcuts: Time-saving workflows, keyboard shortcuts, and industry-standard recommendations.
  • Troubleshooting & Common Pitfalls: How to avoid common beginner errors and optimize your workflow for peak efficiency.

📋 Recommended Prerequisites & Study Notes:

No prior advanced experience is required. Follow along with the video player above on any desktop computer, tablet, or mobile device. Pause and rewind at key steps to practice along with the instructor.

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