๐Ÿงญ Roadmap โ€บ 04 ยท Build Language Models โ€บ Fine-Tuning โ€บ PEFT
โ† Fine-Tuning

PEFT

๐ŸŸก Helpful
Area04 ยท Build Language Models
TopicFine-Tuning
Topic priority๐Ÿ”ด MUST
Subtopic7 of 8
Study this using 5 phases
๐Ÿง  01 Understand

What is PEFT? Why does it exist? Where does it appear in Fine-Tuning?

๐Ÿ‘๏ธ 02 Visualize

Draw or describe a visual model of PEFT. What does it look like conceptually?

๐Ÿ’ป 04 Code

Implement PEFT from scratch in Python. Keep it minimal โ€” just enough to see it work.

โš–๏ธ 06 Compare

How is PEFT different from related concepts in Fine-Tuning? What are the trade-offs?

๐Ÿ—ฃ๏ธ 07 Explain

Explain PEFT in plain language using an analogy. Could a non-expert follow it?

โ† LoRA Fine-Tuning vs Prompting โ†’
โ†‘ All subtopics in Fine-Tuning
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