Introduction to fine-tuning LLMs

Contents

• Introduction Introduction

  • Introduction to fine-tuning LLMs

    47s
  • Review the fine-tuning project

    2m 58s
• 1. Exploring Concepts and Costs of Fine-Tuning 1. Exploring Concepts and Costs of Fine-Tuning

  • Explore LLMs

    3m 27s
  • (Locked)
    Review the fine-tuning process

    3m 23s
  • (Locked)
    Understand the costs of fine-tuning

    3m 3s
• 2. Setting up Your Environment for Fine-Tuning 2. Setting up Your Environment for Fine-Tuning

  • (Locked)
    Explore the OpenAI API for fine-tuning

    3m 47s
  • (Locked)
    Use GitHub codespaces

    2m 54s
  • (Locked)
    Sign up for an OpenAI account

    1m 56s
• 3. Preparing Data for Fine-Tuning 3. Preparing Data for Fine-Tuning

  • (Locked)
    Source data for fine-tuning

    3m 42s
  • (Locked)
    Challenge: Source data for fine-tuning

    39s
  • (Locked)
    Solution: Source data for fine-tuning

    6m 28s
  • (Locked)
    Prepare data for fine-tuning

    3m 24s
  • (Locked)
    Challenge: Prepare and upload data for fine-tuning

    36s
  • (Locked)
    Solution: Prepare and upload data for fine-tuning

    3m 51s
• 4. Fine-Tuning a Pretrained LLM 4. Fine-Tuning a Pretrained LLM

  • Train a new fine-tuned model

    4m 9s
  • (Locked)
    Challenge: Fine-tune a pretrained LLM

    48s
  • (Locked)
    Solution: Fine-tune a pretrained LLM

    3m 23s
  • (Locked)
    Retrieve and use a fine-tuned model

    4m 3s
  • (Locked)
    Challenge: Develop a chatbot based on a fine-tuned model

    1m 29s
  • (Locked)
    Solution: Develop a chatbot based on a fine-tuned model

    4m 10s
• 5. Evaluating a Fine-Tuned Model 5. Evaluating a Fine-Tuned Model

  • (Locked)
    Evaluate a fine-tuned model

    4m 48s
  • (Locked)
    Iterate a fine-tuned model

    4m 8s
  • (Locked)
    Challenge: Evaluate a fine-tuned model

    38s
  • (Locked)
    Solution: Evaluate a fine-tuned model

    4m 20s
• Conclusion Conclusion

  • (Locked)
    Your fine-tuning journey

    1m 14s