Linkedin - Fine-Tune Your LLMs
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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
| 1. Introduction/1. Introduction to fine-tuning LLMs.mp4 | 3.36 MiB |
| 1. Introduction/2. Review the fine-tuning project.mp4 | 12.48 MiB |
| 2. Exploring Concepts and Costs of Fine-Tuning/1. Explore LLMs.mp4 | 10.57 MiB |
| 2. Exploring Concepts and Costs of Fine-Tuning/2. Review the fine-tuning process.mp4 | 9.81 MiB |
| 2. Exploring Concepts and Costs of Fine-Tuning/3. Understand the costs of fine-tuning.mp4 | 8.13 MiB |
| 3. Setting up Your Environment for Fine-Tuning/1. Explore the OpenAI API for fine-tuning.mp4 | 13.12 MiB |
| 3. Setting up Your Environment for Fine-Tuning/2. Use GitHub codespaces.mp4 | 12.4 MiB |
| 3. Setting up Your Environment for Fine-Tuning/3. Sign up for an OpenAI account.mp4 | 14.77 MiB |
| 4. Preparing Data for Fine-Tuning/1. Source data for fine-tuning.mp4 | 13.19 MiB |
| 4. Preparing Data for Fine-Tuning/2. Challenge- Source data for fine-tuning.mp4 | 1.67 MiB |
| 4. Preparing Data for Fine-Tuning/3. Solution- Source data for fine-tuning.mp4 | 20.31 MiB |
| 4. Preparing Data for Fine-Tuning/4. Prepare data for fine-tuning.mp4 | 17.25 MiB |
| 4. Preparing Data for Fine-Tuning/5. Challenge- Prepare and upload data for fine-tuning.mp4 | 1.68 MiB |
| 4. Preparing Data for Fine-Tuning/6. Solution- Prepare and upload data for fine-tuning.mp4 | 14.42 MiB |
| 5. Fine-Tuning a Pretrained LLM/1. Train a new fine-tuned model.mp4 | 12.52 MiB |
| 5. Fine-Tuning a Pretrained LLM/2. Challenge- Fine-tune a pretrained LLM.mp4 | 2.04 MiB |
| 5. Fine-Tuning a Pretrained LLM/3. Solution- Fine-tune a pretrained LLM.mp4 | 13.85 MiB |
| 5. Fine-Tuning a Pretrained LLM/4. Retrieve and use a fine-tuned model.mp4 | 17.64 MiB |
| 5. Fine-Tuning a Pretrained LLM/5. Challenge- Develop a chatbot based on a fine-tuned model.mp4 | 3.66 MiB |
| 5. Fine-Tuning a Pretrained LLM/6. Solution- Develop a chatbot based on a fine-tuned model.mp4 | 15.39 MiB |
| 6. Evaluating a Fine-Tuned Model/1. Evaluate a fine-tuned model.mp4 | 18.89 MiB |
| 6. Evaluating a Fine-Tuned Model/2. Iterate a fine-tuned model.mp4 | 16.39 MiB |
| 6. Evaluating a Fine-Tuned Model/3. Challenge- Evaluate a fine-tuned model.mp4 | 1.72 MiB |
| 6. Evaluating a Fine-Tuned Model/4. Solution- Evaluate a fine-tuned model.mp4 | 18.13 MiB |
| 7. Conclusion/1. Your fine-tuning journey.mp4 | 3.25 MiB |
