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TORRENT DETAILS
Linkedin - Fine-Tune Your LLMs
TORRENT SUMMARY
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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
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FILE LIST
Filename
Size
1. Introduction/1. Introduction to fine-tuning LLMs.mp4
3.4 MB
1. Introduction/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. Exploring Concepts and Costs of Fine-Tuning/2. Review the fine-tuning process.mp4
9.8 MB
2. Exploring Concepts and Costs of Fine-Tuning/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
3. Setting up Your Environment for Fine-Tuning/2. Use GitHub codespaces.mp4
12.4 MB
3. Setting up Your Environment for Fine-Tuning/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
4. Preparing Data for Fine-Tuning/2. Challenge- Source data for fine-tuning.mp4
1.7 MB
4. Preparing Data for Fine-Tuning/3. Solution- Source data for fine-tuning.mp4
20.3 MB
4. Preparing Data for Fine-Tuning/4. Prepare data for fine-tuning.mp4
17.2 MB
4. Preparing Data for Fine-Tuning/5. Challenge- Prepare and upload data for fine-tuning.mp4
1.7 MB
4. Preparing Data for Fine-Tuning/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
5. Fine-Tuning a Pretrained LLM/2. Challenge- Fine-tune a pretrained LLM.mp4
2 MB
5. Fine-Tuning a Pretrained LLM/3. Solution- Fine-tune a pretrained LLM.mp4
13.8 MB
5. Fine-Tuning a Pretrained LLM/4. Retrieve and use a fine-tuned model.mp4
17.6 MB
5. Fine-Tuning a Pretrained LLM/5. Challenge- Develop a chatbot based on a fine-tuned model.mp4
3.7 MB
5. Fine-Tuning a Pretrained LLM/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
6. Evaluating a Fine-Tuned Model/2. Iterate a fine-tuned model.mp4
16.4 MB
6. Evaluating a Fine-Tuned Model/3. Challenge- Evaluate a fine-tuned model.mp4
1.7 MB
6. Evaluating a Fine-Tuned Model/4. Solution- Evaluate a fine-tuned model.mp4
