Fine-Tune Your LLMs

Focused View

Kesha Williams

1:14:05

543 View

01 - Introduction

01 - Introduction to fine-tuning LLMs.mp4

00:47

02 - Review the fine-tuning project.mp4

02:58

02 - 1. Exploring Concepts and Costs of Fine-Tuning

01 - Explore LLMs.mp4

03:27

02 - Review the fine-tuning process.mp4

03:23

03 - Understand the costs of fine-tuning.mp4

03:03

03 - 2. Setting up Your Environment for Fine-Tuning

01 - Explore the OpenAI API for fine-tuning.mp4

03:47

02 - Use GitHub codespaces.mp4

02:54

03 - Sign up for an OpenAI account.mp4

01:56

04 - 3. Preparing Data for Fine-Tuning

01 - Source data for fine-tuning.mp4

03:42

02 - Challenge Source data for fine-tuning.mp4

00:39

03 - Solution Source data for fine-tuning.mp4

06:28

04 - Prepare data for fine-tuning.mp4

03:24

05 - Challenge Prepare and upload data for fine-tuning.mp4

00:36

06 - Solution Prepare and upload data for fine-tuning.mp4

03:51

05 - 4. Fine-Tuning a Pretrained LLM

01 - Train a new fine-tuned model.mp4

04:09

02 - Challenge Fine-tune a pretrained LLM.mp4

00:48

03 - Solution Fine-tune a pretrained LLM.mp4

03:23

04 - Retrieve and use a fine-tuned model.mp4

04:03

05 - Challenge Develop a chatbot based on a fine-tuned model.mp4

01:29

06 - Solution Develop a chatbot based on a fine-tuned model.mp4

04:10

06 - 5. Evaluating a Fine-Tuned Model

01 - Evaluate a fine-tuned model.mp4

04:48

02 - Iterate a fine-tuned model.mp4

04:08

03 - Challenge Evaluate a fine-tuned model.mp4

00:38

04 - Solution Evaluate a fine-tuned model.mp4

04:20

07 - Conclusion

01 - Your fine-tuning journey.mp4

01:14

Description

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.

More details

User Reviews

Rating

average 0

Total votes0

Focused display

Artificial Intelligence

Kesha Williams

Instructor's Courses

Kesha Williams is an award-winning technology leader with 26 years of experience in tech. She's passionate about hands-on building and developing the next generation of leaders. Forbes, Amazon Web Services (AWS), and Oracle have applauded her contributions to the technology community. She's recognized, by Amazon, as an AWS Machine Learning Hero, AWS Ambassador, and Alexa Champion. Her expertise in machine learning led her to the TED stage as a winner of TED's Spotlight Presentation Academy, where she trained with the TED Institute. She holds multiple AWS certifications and has leadership training from Harvard Business School. She serves on the Board of Directors for Women in Voice in her spare time. Learn more at http://www.kesha.tech

Linkedin Learning

View courses Linkedin Learning

LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.