Learn the fundamentals of finetuning a large language model (LLM).
Finetuning Large Language Models
Instructor: Sharon Zhou
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- Intermediate
- 1 hour 25 mins
- 9 Video Lessons
- 6 Code Examples
- 1 Graded Assignment PRO
- Earn an accomplishment with PRO
- Instructor: Sharon Zhou
AMD, formerly Lamini- Learn more aboutMembership PRO Plan
What you'll learn
Understand how finetuning differs from prompt engineering, and when to use both.
Get practical experience with real data sets, and how to use techniques for your own projects.
About this course
Join our new short course, Finetuning Large Language Models! Learn from Sharon Zhou, Vice President of Artificial Intelligence at AMD, and instructor for the GANs Specialization and How Diffusion Models Work.
When you complete this course, you will be able to:
- Understand when to apply finetuning on LLMs
- Prepare your data for finetuning
- Train and evaluate an LLM on your data
With finetuning, you’re able to take your own data to train the model on it, and update the weights of the neural nets in the LLM, changing the model compared to other methods like prompt engineering and Retrieval Augmented Generation. Finetuning allows the model to learn style, form, and can update the model with new knowledge to improve results.
Who should join?
Learners who want to understand the techniques and applications of finetuning, with Python familiarity, and an understanding of a deep learning framework such as PyTorch.
Course Outline
9 Lessons・6 Code Examples- IntroductionVideo・2 mins
- Why finetuneVideo with Code Example・14 mins
- Where finetuning fits inVideo with Code Example・15 mins
- Instruction finetuningVideo with Code Example・9 mins
- Data preparationVideo with Code Example・10 mins
- Training processVideo with Code Example・16 mins
- Evaluation and iterationVideo with Code Example・11 mins
- Consideration on getting started nowVideo・4 mins
- ConclusionVideo・1 min
- Quiz
Graded・Quiz
・10 mins

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