Topics: The following topics are covered in this module:
- How to Transfer Learning
- Extracting Features
- Time for a tune-up
- My friend, LoRA
- Comparing Transfer Learning Strategies
Objectives
By the end of this module, students will be able to:
- Demonstrate basic coding proficiencies required to implement feature extraction with a computer vision model.
- Demonstrate basic coding proficiencies required to implement fine-tuning with a computer vision model.
- Demonstrate basic coding proficiencies required to implement LoRA with a language model.
- Compare and contrast the benefits of different transfer learning strategies.
Watch
Video: Transfer Learning Implementation (11:17)
Topics
Click on the links below read the materials within.
Practice and Apply
Transfer Learning Techniques Exercise
It’s time for the gauntlet. We’re going to be implementing three different techniques to give you a wide breadth of experience using these tools.
Return to the repository and work through notebook 02_transfer_learning_LoRA.ipynb.
