AI Engineering Insights from Chip Huyen’s Book | Chapter 7: Finetuning Foundation Models

???? ???????????????????????????????????????? ???????????????????????????????????????? ???????????????????????? – ???????????? ???????????????????????? ???????? ???????????????????????? ???????? ???????????????????? ????????????????????!

In this video, we dive deep into ???????????????????????????? ???? of ???????? ????????????????????????????????????????????: ???????????????????????????????? ???????????????????????????????????????????????? ???????????????? ???????????????????????????????????????? ???????????????????????? ???????? ???????????????? ????????????????????. ???????????????????????????????????????? takes a general AI model and customizes it for specific tasks, industries, and workflows. If you’ve ever wondered how to make AI ???????????????? ????????????????????????????????, ???????????????? ????????????????????????????????, ???????????? ???????????????????????????????????? ???????????????????????? ???????? ???????????????? ????????????????????—this is the key.

???? ???????????? ???????????????????????????????????? ???????????????? ???????????????? ????????????????????:
✅ What finetuning is and when to use it instead of prompting
✅ ????????????????-????????????????????????????????????????, ????????????????????????????????????????, ???????????? ???????????????????????????????????????? ????????????????????????????????????????—what’s the difference?
✅ The ???????????????????????? ???????????????????????????????????????? ???????????????????????????? and how to overcome it
✅ Full ???????????????????????????????????????? ????????. ????????????????????????????????????-???????????????????????????????????? ???????????????????????????????????????? (????????????????)—which one should you choose?
✅ How ????????????????, ???????????????????????????? ????????????????????????, ???????????? ???????????????????????? ???????????????????????? make finetuning cheaper and more efficient
✅ The best ???????????????????????????????????? ???????????????????????????????????????? to get started with finetuning without breaking the bank

???? ????????????????????????????????????????: This video is based on my personal interpretation of ???????? ????????????????????????????????????????????: ???????????????????????????????? ???????????????????????????????????????????????? ???????????????? ???????????????????????????????????????? ???????????????????????? by ???????????????? ????????????????????. It is ???????????? ???????? ???????????????????????????????? ????????????????????????????, and all views expressed are my own.

???? Up next: Chapter 8! We’ll explore the ???????????????????????????? ????????????????????????????????????????????. Don't forget to like, comment, and subscribe for more AI insights!

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