fintech8-practice's Introduction

FinTech8-Practice

서울대학교 빅데이터 핀테크 과정 8기 자연어처리 과목 실습

1. Welcome to NLP; PyTorch 기초 실습 (텐서 기초 연산, 기울기 기반 학습법, 손실 함수, Linear Regression, Logistic Regression)

2. PyTorch 및 TorchText 기반 Seq2Seq 모델 개발 방법론 (CNN, LSTM, Transformers, Attention)

3. Transformer Encoder 모델 (AutoModel; BERT-based) 기반 모델링 (Huggingface 라이브러리, 다중 분류)

4. LLM 실습 (LLaMA-3-8B-Instruct 모델, QLoRA, Few-Shot Learning, Supervised Finetuning, Generative Model, RLHF, DPO, ORPO 학습론)

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