Linkedin - Fine-Tune Your LLMs

  • CategoryOther
  • TypeTutorials
  • LanguageEnglish
  • Total size276.6 MB
  • Uploaded ByxHOBBiTx
  • Downloads123
  • Last checkedMay. 16th '24
  • Date uploadedMay. 15th '24
  • Seeders 22
  • Leechers6
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Infohash : 506E82742F99A9A40B9DDBCB2D99EE57105DEF36

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Course details

In this course, award-winning tech innovator and AI/ML leader Kesha Williams guides you through several concepts and techniques that you can use to fine-tune LLMs using your own data. Explore the concepts and costs of fine-tuning and learn how to set up your environment for it. Go over the steps to prepare your data and fine-tune a pre-trained LLM. Plus, practice evaluating and iterating a fine-tuned model. Practical, hands-on challenges in each chapter give you a chance to deepen your understanding of the topics.

Files:

Linkedin - Fine-Tune Your LLMs 1. Introduction
  • 1. Introduction to fine-tuning LLMs.mp4 (3.4 MB)
  • 2. Review the fine-tuning project.mp4 (12.5 MB)
2. Exploring Concepts and Costs of Fine-Tuning
  • 1. Explore LLMs.mp4 (10.6 MB)
  • 2. Review the fine-tuning process.mp4 (9.8 MB)
  • 3. Understand the costs of fine-tuning.mp4 (8.1 MB)
3. Setting up Your Environment for Fine-Tuning
  • 1. Explore the OpenAI API for fine-tuning.mp4 (13.1 MB)
  • 2. Use GitHub codespaces.mp4 (12.4 MB)
  • 3. Sign up for an OpenAI account.mp4 (14.8 MB)
4. Preparing Data for Fine-Tuning
  • 1. Source data for fine-tuning.mp4 (13.2 MB)
  • 2. Challenge- Source data for fine-tuning.mp4 (1.7 MB)
  • 3. Solution- Source data for fine-tuning.mp4 (20.3 MB)
  • 4. Prepare data for fine-tuning.mp4 (17.2 MB)
  • 5. Challenge- Prepare and upload data for fine-tuning.mp4 (1.7 MB)
  • 6. Solution- Prepare and upload data for fine-tuning.mp4 (14.4 MB)
5. Fine-Tuning a Pretrained LLM
  • 1. Train a new fine-tuned model.mp4 (12.5 MB)
  • 2. Challenge- Fine-tune a pretrained LLM.mp4 (2.0 MB)
  • 3. Solution- Fine-tune a pretrained LLM.mp4 (13.8 MB)
  • 4. Retrieve and use a fine-tuned model.mp4 (17.6 MB)
  • 5. Challenge- Develop a chatbot based on a fine-tuned model.mp4 (3.7 MB)
  • 6. Solution- Develop a chatbot based on a fine-tuned model.mp4 (15.4 MB)
6. Evaluating a Fine-Tuned Model
  • 1. Evaluate a fine-tuned model.mp4 (18.9 MB)
  • 2. Iterate a fine-tuned model.mp4 (16.4 MB)
  • 3. Challenge- Evaluate a fine-tuned model.mp4 (1.7 MB)
  • 4. Solution- Evaluate a fine-tuned model.mp4 (18.1 MB)
7. Conclusion
  • 1. Your fine-tuning journey.mp4 (3.2 MB)

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