2023. 12. 16 : End of Update
Coursera์ Generative AI with LLMs ๊ณผ์ ๋ฅผ ํ๊ตญ์ด๋ก ๋ฒ์ญํ ๋ฒ์ ์ ๋๋ค. ๋ํ AWSํ๊ฒฝ์ด ์๋, Colabํ๊ฒฝ์์๋ ์คํํ ์ ์๋๋ก ์ผ๋ถ ์ฝ๋๋ฅผ ์์ ํ์์ต๋๋ค. ๋ถ์์ฐ์ค๋ฌ์ด ๋ฒ์ญ์ด ์์์ ์์ผ๋ฉฐ, ์์ ์ Issue๋ฅผ ํตํด ์ ๋ฌํด์ฃผ์๋ฉด ๋ฐ์ํ๋๋ก ํ๊ฒ ์ต๋๋ค.
Week | Topic |
---|---|
1 | - Transformer Architecture - Prompt Engineering - Generative AI Project Lifecycle - Pre-training LLMs |
2 | - Instruction Fine-Tuning - Model Evaluation and Benchmarks - Parameter Efficient Fine-Tuning(PEFT) - LoRA and Soft Prompts |
3 | - Reinforcement Learning from Human Feedback (RLHF) - Proximal Policy Optimization - Model optimization for deployment - LLM application architecture |